DataFrame
NO COMPARISON TARGET
307511
ROWS
0
DUPLICATES
466.8 MB
RAM
83
FEATURES
52
CATEGORICAL
31
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
SK_ID_CURR
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
307,511
(100%)
ZEROES:
---
MAX
456k
95%
438k
Q3
367k
MEDIAN
278k
AVG
278k
Q1
189k
5%
118k
MIN
100k
RANGE
356k
IQR
178k
STD
103k
VAR
10.6B
KURT.
-1.20
SKEW
-0.001
SUM
85.5B
2
TARGET
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
3
NAME_CONTRACT_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
4
CODE_GENDER
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
5
FLAG_OWN_CAR
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
FLAG_OWN_REALTY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
7
CNT_CHILDREN
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
15
(<1%)
ZEROES:
215,371
(70%)
MAX
19.0
95%
2.0
Q3
1.0
AVG
0.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
19.0
IQR
1.00
STD
0.722
VAR
0.521
KURT.
7.90
SKEW
1.97
SUM
128k
8
AMT_INCOME_TOTAL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2,548
(<1%)
ZEROES:
---
MAX
117.0M
95%
0.3M
Q3
0.2M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.1M
MIN
0.0M
RANGE
117.0M
IQR
90,000
STD
237k
VAR
56.2B
KURT.
192k
SKEW
392
SUM
51.9B
9
AMT_CREDIT
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
5,603
(2%)
ZEROES:
---
MAX
4.0M
95%
1.4M
Q3
0.8M
AVG
0.6M
MEDIAN
0.5M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
4.0M
IQR
539k
STD
402k
VAR
162.0B
KURT.
1.93
SKEW
1.23
SUM
184.2B
10
AMT_ANNUITY
VALUES:
307,499
(>99%)
MISSING:
12
(<1%)
DISTINCT:
13,672
(4%)
ZEROES:
---
MAX
258k
95%
53k
Q3
35k
AVG
27k
MEDIAN
25k
Q1
17k
5%
9k
MIN
2k
RANGE
256k
IQR
18,072
STD
14,494
VAR
210.1M
KURT.
7.71
SKEW
1.58
SUM
8.3B
11
NAME_TYPE_SUITE
VALUES:
306,219
(>99%)
MISSING:
1,292
(<1%)
DISTINCT:
7
(<1%)
12
NAME_INCOME_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
13
NAME_EDUCATION_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
14
NAME_FAMILY_STATUS
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
15
NAME_HOUSING_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
16
REGION_POPULATION_RELATIVE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
0.073
95%
0.046
Q3
0.029
AVG
0.021
MEDIAN
0.019
Q1
0.010
5%
0.005
MIN
0.000
RANGE
0.072
IQR
0.019
STD
0.014
VAR
1.91e-4
KURT.
3.26
SKEW
1.49
SUM
6,417
17
DAYS_BIRTH
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
17,460
(6%)
ZEROES:
---
MAX
-7,489
95%
-9,407
Q3
-12,413
MEDIAN
-15,750
AVG
-16,037
Q1
-19,682
5%
-23,204
MIN
-25,229
RANGE
17,740
IQR
7,269
STD
4,364
VAR
19.0M
KURT.
-1.05
SKEW
-0.116
SUM
-4.9B
18
DAYS_EMPLOYED
VALUES:
252,137
(82%)
MISSING:
55,374
(18%)
DISTINCT:
12,573
(4%)
ZEROES:
2
(<1%)
MAX
0
95%
-206
Q3
-767
MEDIAN
-1,648
AVG
-2,384
Q1
-3,175
5%
-7,291
MIN
-17,912
RANGE
17,912
IQR
2,408
STD
2,338
VAR
5.5M
KURT.
4.75
SKEW
-1.97
SUM
-601.1M
19
DAYS_REGISTRATION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
15,688
(5%)
ZEROES:
80
(<1%)
MAX
0
95%
-330
Q3
-2,010
MEDIAN
-4,504
AVG
-4,986
Q1
-7,480
5%
-11,416
MIN
-24,672
RANGE
24,672
IQR
5,470
STD
3,523
VAR
12.4M
KURT.
-0.321
SKEW
-0.591
SUM
-1.5B
20
DAYS_ID_PUBLISH
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6,168
(2%)
ZEROES:
16
(<1%)
MAX
0
95%
-375
Q3
-1,720
AVG
-2,994
MEDIAN
-3,254
Q1
-4,299
5%
-4,944
MIN
-7,197
RANGE
7,197
IQR
2,579
STD
1,509
VAR
2.3M
KURT.
-1.11
SKEW
0.349
SUM
-920.8M
21
OWN_CAR_AGE
VALUES:
104,582
(34%)
MISSING:
202,929
(66%)
DISTINCT:
62
(<1%)
ZEROES:
2,134
(<1%)
MAX
91.0
95%
30.0
Q3
15.0
AVG
12.1
MEDIAN
9.0
Q1
5.0
5%
1.0
MIN
0.0
RANGE
91.0
IQR
10.0
STD
11.9
VAR
143
KURT.
9.21
SKEW
2.75
SUM
1.3M
22
FLAG_MOBIL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
FLAG_WORK_PHONE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
FLAG_CONT_MOBILE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
FLAG_PHONE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
FLAG_EMAIL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
27
OCCUPATION_TYPE
VALUES:
211,120
(69%)
MISSING:
96,391
(31%)
DISTINCT:
18
(<1%)
28
REGION_RATING_CLIENT
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
29
WEEKDAY_APPR_PROCESS_START
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
30
HOUR_APPR_PROCESS_START
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
24
(<1%)
ZEROES:
40
(<1%)
MAX
23.0
95%
17.0
Q3
14.0
AVG
12.1
MEDIAN
12.0
Q1
10.0
5%
7.0
MIN
0.0
RANGE
23.0
IQR
4.00
STD
3.27
VAR
10.7
KURT.
-0.194
SKEW
-0.028
SUM
3.7M
31
REG_REGION_NOT_LIVE_REGION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
32
REG_REGION_NOT_WORK_REGION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
33
REG_CITY_NOT_LIVE_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
34
REG_CITY_NOT_WORK_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
35
ORGANIZATION_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
58
(<1%)
36
EXT_SOURCE_1
VALUES:
134,133
(44%)
MISSING:
173,378
(56%)
DISTINCT:
114,584
(37%)
ZEROES:
---
MAX
0.963
95%
0.832
Q3
0.675
MEDIAN
0.506
AVG
0.502
Q1
0.334
5%
0.158
MIN
0.015
RANGE
0.948
IQR
0.341
STD
0.211
VAR
0.045
KURT.
-0.965
SKEW
-0.069
SUM
67,352
37
EXT_SOURCE_2
VALUES:
306,851
(>99%)
MISSING:
660
(<1%)
DISTINCT:
119,831
(39%)
ZEROES:
---
MAX
0.855
95%
0.748
Q3
0.664
MEDIAN
0.566
AVG
0.514
Q1
0.392
5%
0.133
MIN
0.000
RANGE
0.855
IQR
0.271
STD
0.191
VAR
0.037
KURT.
-0.269
SKEW
-0.794
SUM
158k
38
EXT_SOURCE_3
VALUES:
246,546
(80%)
MISSING:
60,965
(20%)
DISTINCT:
814
(<1%)
ZEROES:
---
MAX
0.896
95%
0.786
Q3
0.669
MEDIAN
0.535
AVG
0.511
Q1
0.371
5%
0.155
MIN
0.001
RANGE
0.895
IQR
0.298
STD
0.195
VAR
0.038
KURT.
-0.663
SKEW
-0.409
SUM
126k
39
APARTMENTS_AVG
VALUES:
151,450
(49%)
MISSING:
156,061
(51%)
DISTINCT:
2,339
(<1%)
ZEROES:
751
(<1%)
MAX
1.00
95%
0.33
Q3
0.15
AVG
0.12
MEDIAN
0.09
Q1
0.06
5%
0.01
MIN
0.00
RANGE
1.00
IQR
0.091
STD
0.108
VAR
0.012
KURT.
11.4
SKEW
2.64
SUM
17,786
40
BASEMENTAREA_AVG
VALUES:
127,568
(41%)
MISSING:
179,943
(59%)
DISTINCT:
3,780
(1%)
ZEROES:
14,745
(5%)
MAX
1.00
95%
0.22
Q3
0.11
AVG
0.09
MEDIAN
0.08
Q1
0.04
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.068
STD
0.082
VAR
0.007
KURT.
25.9
SKEW
3.57
SUM
11,282
41
YEARS_BEGINEXPLUATATION_AVG
VALUES:
157,504
(51%)
MISSING:
150,007
(49%)
DISTINCT:
285
(<1%)
ZEROES:
514
(<1%)
MAX
1.00
95%
1.00
Q3
0.99
MEDIAN
0.98
AVG
0.98
Q1
0.98
5%
0.97
MIN
0.00
RANGE
1.00
IQR
0.010
STD
0.059
VAR
0.004
KURT.
248
SKEW
-15.5
SUM
154k
42
YEARS_BUILD_AVG
VALUES:
103,023
(34%)
MISSING:
204,488
(66%)
DISTINCT:
149
(<1%)
ZEROES:
102
(<1%)
MAX
1.00
95%
0.95
Q3
0.82
MEDIAN
0.76
AVG
0.75
Q1
0.69
5%
0.59
MIN
0.00
RANGE
1.00
IQR
0.136
STD
0.113
VAR
0.013
KURT.
4.40
SKEW
-0.962
SUM
77,522
43
COMMONAREA_AVG
VALUES:
92,646
(30%)
MISSING:
214,865
(70%)
DISTINCT:
3,181
(1%)
ZEROES:
8,442
(3%)
MAX
1.00
95%
0.16
Q3
0.05
AVG
0.04
MEDIAN
0.02
Q1
0.01
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.044
STD
0.076
VAR
0.006
KURT.
46.0
SKEW
5.46
SUM
4,134
44
ENTRANCES_AVG
VALUES:
152,683
(50%)
MISSING:
154,828
(50%)
DISTINCT:
285
(<1%)
ZEROES:
323
(<1%)
MAX
1.00
95%
0.31
Q3
0.21
AVG
0.15
MEDIAN
0.14
Q1
0.07
5%
0.03
MIN
0.00
RANGE
1.00
IQR
0.138
STD
0.100
VAR
0.010
KURT.
11.6
SKEW
2.40
SUM
22,860
45
FLOORSMAX_AVG
VALUES:
154,491
(50%)
MISSING:
153,020
(50%)
DISTINCT:
403
(<1%)
ZEROES:
2,938
(<1%)
MAX
1.00
95%
0.48
Q3
0.33
AVG
0.23
MEDIAN
0.17
Q1
0.17
5%
0.04
MIN
0.00
RANGE
1.00
IQR
0.167
STD
0.145
VAR
0.021
KURT.
2.43
SKEW
1.23
SUM
34,959
46
FLOORSMIN_AVG
VALUES:
98,869
(32%)
MISSING:
208,642
(68%)
DISTINCT:
305
(<1%)
ZEROES:
2,320
(<1%)
MAX
1.00
95%
0.50
Q3
0.38
AVG
0.23
MEDIAN
0.21
Q1
0.08
5%
0.04
MIN
0.00
RANGE
1.00
IQR
0.292
STD
0.161
VAR
0.026
KURT.
1.34
SKEW
0.954
SUM
22,927
47
LANDAREA_AVG
VALUES:
124,921
(41%)
MISSING:
182,590
(59%)
DISTINCT:
3,527
(1%)
ZEROES:
15,600
(5%)
MAX
1.00
95%
0.19
Q3
0.09
AVG
0.07
MEDIAN
0.05
Q1
0.02
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.067
STD
0.081
VAR
0.007
KURT.
34.7
SKEW
4.46
SUM
8,286
48
NONLIVINGAPARTMENTS_AVG
VALUES:
93,997
(31%)
MISSING:
213,514
(69%)
DISTINCT:
386
(<1%)
ZEROES:
54,549
(18%)
MAX
1.00
95%
0.03
Q3
0.00
AVG
0.01
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.004
STD
0.048
VAR
0.002
KURT.
285
SKEW
15.5
SUM
828
49
NONLIVINGAREA_AVG
VALUES:
137,829
(45%)
MISSING:
169,682
(55%)
DISTINCT:
3,290
(1%)
ZEROES:
58,735
(19%)
MAX
1.00
95%
0.13
Q3
0.03
AVG
0.03
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
1.00
IQR
0.028
STD
0.070
VAR
0.005
KURT.
64.9
SKEW
6.56
SUM
3,909
50
FONDKAPREMONT_MODE
VALUES:
97,216
(32%)
MISSING:
210,295
(68%)
DISTINCT:
4
(<1%)
51
HOUSETYPE_MODE
VALUES:
153,214
(50%)
MISSING:
154,297
(50%)
DISTINCT:
3
(<1%)
52
WALLSMATERIAL_MODE
VALUES:
151,170
(49%)
MISSING:
156,341
(51%)
DISTINCT:
7
(<1%)
53
EMERGENCYSTATE_MODE
VALUES:
161,756
(53%)
MISSING:
145,755
(47%)
DISTINCT:
2
(<1%)
54
OBS_30_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
33
(<1%)
ZEROES:
163,910
(53%)
MAX
348
95%
6
Q3
2
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
348
IQR
2.00
STD
2.40
VAR
5.76
KURT.
1,425
SKEW
12.1
SUM
436k
55
DEF_30_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
10
(<1%)
56
DAYS_LAST_PHONE_CHANGE
VALUES:
307,510
(>99%)
MISSING:
1
(<1%)
DISTINCT:
3,773
(1%)
ZEROES:
37,672
(12%)
MAX
0
95%
0
Q3
-274
MEDIAN
-757
AVG
-963
Q1
-1,570
5%
-2,522
MIN
-4,292
RANGE
4,292
IQR
1,296
STD
827
VAR
684k
KURT.
-0.309
SKEW
-0.714
SUM
-296.1M
57
FLAG_DOCUMENT_2
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
58
FLAG_DOCUMENT_3
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
59
FLAG_DOCUMENT_4
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
60
FLAG_DOCUMENT_5
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
61
FLAG_DOCUMENT_6
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
62
FLAG_DOCUMENT_7
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
63
FLAG_DOCUMENT_8
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
64
FLAG_DOCUMENT_9
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
65
FLAG_DOCUMENT_10
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
66
FLAG_DOCUMENT_11
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
67
FLAG_DOCUMENT_12
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
68
FLAG_DOCUMENT_13
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
69
FLAG_DOCUMENT_14
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
70
FLAG_DOCUMENT_15
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
71
FLAG_DOCUMENT_16
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
72
FLAG_DOCUMENT_17
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
73
FLAG_DOCUMENT_18
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
74
FLAG_DOCUMENT_19
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
75
FLAG_DOCUMENT_20
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
76
FLAG_DOCUMENT_21
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
77
AMT_REQ_CREDIT_BUREAU_HOUR
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
5
(<1%)
78
AMT_REQ_CREDIT_BUREAU_DAY
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
9
(<1%)
79
AMT_REQ_CREDIT_BUREAU_WEEK
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
9
(<1%)
80
AMT_REQ_CREDIT_BUREAU_MON
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
24
(<1%)
ZEROES:
222,233
(72%)
MAX
27.0
95%
1.0
Q3
0.0
AVG
0.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
27.0
IQR
0.00
STD
0.916
VAR
0.839
KURT.
90.4
SKEW
7.80
SUM
71,125
81
AMT_REQ_CREDIT_BUREAU_QRT
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
11
(<1%)
ZEROES:
215,417
(70%)
MAX
261
95%
2
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
261
IQR
0.00
STD
0.794
VAR
0.631
KURT.
43,707
SKEW
134
SUM
70,614
82
AMT_REQ_CREDIT_BUREAU_YEAR
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
25
(<1%)
ZEROES:
71,801
(23%)
MAX
25.0
95%
6.0
Q3
3.0
AVG
1.9
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
25.0
IQR
3.00
STD
1.87
VAR
3.49
KURT.
1.97
SKEW
1.24
SUM
505k
83
INCOME_BAND
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
SK_ID_CURR
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YEARS_BUILD_AVG
0.01
FLOORSMAX_AVG
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
FLOORSMIN_AVG
0.00
NONLIVINGAREA_AVG
0.00
ENTRANCES_AVG
-0.00
NONLIVINGAPARTMENTS_AVG
-0.00
EXT_SOURCE_2
0.00
BASEMENTAREA_AVG
-0.00
AMT_INCOME_TOTAL
-0.00
OWN_CAR_AGE
0.00
APARTMENTS_AVG
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
DAYS_BIRTH
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.01
INCOME_BAND
0.01
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
NAME_FAMILY_STATUS
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_4
0.00
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00
WALLSMATERIAL_MODE
0.00
NAME_EDUCATION_TYPE
0.00
MOST FREQUENT VALUES
100002
1
<0.1%
337664
1
<0.1%
337661
1
<0.1%
337660
1
<0.1%
337659
1
<0.1%
337658
1
<0.1%
337657
1
<0.1%
337656
1
<0.1%
337655
1
<0.1%
337654
1
<0.1%
337653
1
<0.1%
337652
1
<0.1%
337651
1
<0.1%
337650
1
<0.1%
337649
1
<0.1%
SMALLEST VALUES
100002
1
<0.1%
100003
1
<0.1%
100004
1
<0.1%
100006
1
<0.1%
100007
1
<0.1%
100008
1
<0.1%
100009
1
<0.1%
100010
1
<0.1%
100011
1
<0.1%
100012
1
<0.1%
100014
1
<0.1%
100015
1
<0.1%
100016
1
<0.1%
100017
1
<0.1%
100018
1
<0.1%
LARGEST VALUES
456255
1
<0.1%
456254
1
<0.1%
456253
1
<0.1%
456252
1
<0.1%
456251
1
<0.1%
456249
1
<0.1%
456248
1
<0.1%
456247
1
<0.1%
456246
1
<0.1%
456245
1
<0.1%
456244
1
<0.1%
456243
1
<0.1%
456242
1
<0.1%
456241
1
<0.1%
456240
1
<0.1%
TARGET
MISSING:
---
TOP CATEGORIES
0
282,686
92%
1
24,825
8%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_13
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_14
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT
0.00
REG_CITY_NOT_WORK_CITY
0.00
CODE_GENDER
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
OCCUPATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00
WALLSMATERIAL_MODE
0.00
EMERGENCYSTATE_MODE
0.00
REG_CITY_NOT_LIVE_CITY
0.00
HOUSETYPE_MODE
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.16
EXT_SOURCE_3
0.12
DAYS_BIRTH
0.08
EXT_SOURCE_1
0.06
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_ID_PUBLISH
0.05
FLOORSMAX_AVG
0.05
DAYS_EMPLOYED
0.05
DAYS_REGISTRATION
0.04
YEARS_BEGINEXPLUATATION_AVG
0.04
APARTMENTS_AVG
0.04
ENTRANCES_AVG
0.04
REGION_POPULATION_RELATIVE
0.04
FLOORSMIN_AVG
0.03
NAME_CONTRACT_TYPE
MISSING:
---
TOP CATEGORIES
Cash loans
278,232
90%
Revolving loans
29,279
10%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_CONTRACT_TYPE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_21
0.25
FLAG_DOCUMENT_7
0.25
FLAG_DOCUMENT_10
0.20
FLAG_DOCUMENT_3
0.18
FLAG_CONT_MOBILE
0.17
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_16
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_CONTRACT_TYPE:
FLAG_DOCUMENT_3
0.35
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
FLAG_OWN_REALTY
0.01
ORGANIZATION_TYPE
0.01
FLAG_CONT_MOBILE
0.01
NAME_EDUCATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
INCOME_BAND
0.01
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_21
0.00
FLAG_WORK_PHONE
0.00
TARGET
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
CORRELATION RATIO WITH...
AMT_ANNUITY
0.24
AMT_CREDIT
0.22
DAYS_BIRTH
0.09
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_ID_PUBLISH
0.05
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
HOUR_APPR_PROCESS_START
0.04
FLOORSMAX_AVG
0.03
CNT_CHILDREN
0.03
REGION_POPULATION_RELATIVE
0.03
FLOORSMIN_AVG
0.03
YEARS_BEGINEXPLUATATION_AVG
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.02
APARTMENTS_AVG
0.02
CODE_GENDER
MISSING:
---
TOP CATEGORIES
F
202,448
66%
M
105,059
34%
XNA
4
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CODE_GENDER
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_8
0.10
FLAG_DOCUMENT_21
0.10
FLAG_OWN_CAR
0.09
FLAG_MOBIL
0.08
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_13
0.03
REG_REGION_NOT_WORK_REGION
0.03
FLAG_DOCUMENT_15
0.02
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
REG_CITY_NOT_WORK_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.01
INCOME_BAND
0.01

THESE FEATURES
GIVE INFORMATION
ON CODE_GENDER:
OCCUPATION_TYPE
0.22
ORGANIZATION_TYPE
0.09
FLAG_OWN_CAR
0.09
FLAG_DOCUMENT_8
0.05
INCOME_BAND
0.04
NAME_FAMILY_STATUS
0.03
NAME_INCOME_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00
TARGET
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.22
DAYS_BIRTH
0.15
EXT_SOURCE_1
0.14
DAYS_REGISTRATION
0.08
AMT_ANNUITY
0.08
AMT_INCOME_TOTAL
0.07
CNT_CHILDREN
0.05
EXT_SOURCE_3
0.03
YEARS_BEGINEXPLUATATION_AVG
0.03
DAYS_LAST_PHONE_CHANGE
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_CREDIT
0.02
DAYS_EMPLOYED
0.02
ENTRANCES_AVG
0.02
FLAG_OWN_CAR
MISSING:
---
TOP CATEGORIES
N
202,924
66%
Y
104,587
34%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_CAR
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_13
0.15
FLAG_DOCUMENT_15
0.12
CODE_GENDER
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_12
0.08
FLAG_MOBIL
0.08
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
INCOME_BAND
0.01
NAME_INCOME_TYPE
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_21
0.01
NAME_EDUCATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_CAR:
CODE_GENDER
0.09
OCCUPATION_TYPE
0.05
INCOME_BAND
0.04
FLAG_DOCUMENT_8
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_DOCUMENT_13
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_15
0.00
NAME_TYPE_SUITE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.63
AMT_ANNUITY
0.14
DAYS_BIRTH
0.13
AMT_CREDIT
0.12
CNT_CHILDREN
0.10
DAYS_REGISTRATION
0.09
AMT_INCOME_TOTAL
0.08
EXT_SOURCE_2
0.05
DAYS_EMPLOYED
0.04
REGION_POPULATION_RELATIVE
0.04
DAYS_LAST_PHONE_CHANGE
0.04
YEARS_BEGINEXPLUATATION_AVG
0.03
AMT_REQ_CREDIT_BUREAU_MON
0.02
EXT_SOURCE_3
0.02
FLAG_OWN_REALTY
MISSING:
---
TOP CATEGORIES
Y
213,312
69%
N
94,199
31%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_REALTY
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_18
0.07
FLAG_DOCUMENT_16
0.07
FLAG_DOCUMENT_14
0.07
FLAG_DOCUMENT_20
0.07
FLAG_DOCUMENT_13
0.06
FLAG_DOCUMENT_15
0.06
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_17
0.04
FLAG_DOCUMENT_19
0.03
FLAG_DOCUMENT_10
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_11
0.02
FLAG_DOCUMENT_2
0.01
FLAG_WORK_PHONE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_REALTY:
NAME_HOUSING_TYPE
0.04
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_18
0.01
ORGANIZATION_TYPE
0.01
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_13
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_14
0.00
OCCUPATION_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.12
HOUR_APPR_PROCESS_START
0.10
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
AMT_CREDIT
0.04
DAYS_LAST_PHONE_CHANGE
0.03
DAYS_REGISTRATION
0.03
ENTRANCES_AVG
0.03
YEARS_BEGINEXPLUATATION_AVG
0.02
APARTMENTS_AVG
0.02
BASEMENTAREA_AVG
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
FLOORSMAX_AVG
0.02
LANDAREA_AVG
0.02
YEARS_BUILD_AVG
0.02
CNT_CHILDREN
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.33
DAYS_REGISTRATION
0.18
EXT_SOURCE_1
-0.14
DAYS_EMPLOYED
0.06
EXT_SOURCE_3
-0.04
AMT_REQ_CREDIT_BUREAU_YEAR
-0.04
YEARS_BUILD_AVG
0.03
DAYS_ID_PUBLISH
-0.03
REGION_POPULATION_RELATIVE
-0.03
AMT_ANNUITY
0.02
EXT_SOURCE_2
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
APARTMENTS_AVG
-0.01
AMT_INCOME_TOTAL
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.24
NAME_FAMILY_STATUS
0.20
OCCUPATION_TYPE
0.18
FLAG_DOCUMENT_6
0.16
FLAG_OWN_CAR
0.10
REG_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_3
0.06
FLAG_WORK_PHONE
0.06
FLAG_DOCUMENT_8
0.05
CODE_GENDER
0.05
WALLSMATERIAL_MODE
0.04
NAME_TYPE_SUITE
0.04
EMERGENCYSTATE_MODE
0.04
MOST FREQUENT VALUES
0
215,371
70.0%
1
61,119
19.9%
2
26,749
8.7%
3
3,717
1.2%
4
429
0.1%
5
84
<0.1%
6
21
<0.1%
7
7
<0.1%
14
3
<0.1%
8
2
<0.1%
9
2
<0.1%
12
2
<0.1%
10
2
<0.1%
19
2
<0.1%
11
1
<0.1%
SMALLEST VALUES
0
215,371
70.0%
1
61,119
19.9%
2
26,749
8.7%
3
3,717
1.2%
4
429
0.1%
5
84
<0.1%
6
21
<0.1%
7
7
<0.1%
8
2
<0.1%
9
2
<0.1%
10
2
<0.1%
11
1
<0.1%
12
2
<0.1%
14
3
<0.1%
19
2
<0.1%
LARGEST VALUES
19
2
<0.1%
14
3
<0.1%
12
2
<0.1%
11
1
<0.1%
10
2
<0.1%
9
2
<0.1%
8
2
<0.1%
7
7
<0.1%
6
21
<0.1%
5
84
<0.1%
4
429
0.1%
3
3,717
1.2%
2
26,749
8.7%
1
61,119
19.9%
0
215,371
70.0%
AMT_INCOME_TOTAL
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_ANNUITY
0.19
AMT_CREDIT
0.16
FLOORSMIN_AVG
0.14
OWN_CAR_AGE
-0.12
COMMONAREA_AVG
0.09
REGION_POPULATION_RELATIVE
0.07
NONLIVINGAREA_AVG
0.07
EXT_SOURCE_2
0.06
FLOORSMAX_AVG
0.06
YEARS_BUILD_AVG
0.04
HOUR_APPR_PROCESS_START
0.04
APARTMENTS_AVG
0.03
EXT_SOURCE_3
-0.03
NONLIVINGAPARTMENTS_AVG
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.38
OCCUPATION_TYPE
0.12
REGION_RATING_CLIENT
0.11
NAME_EDUCATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
ORGANIZATION_TYPE
0.09
FLAG_OWN_CAR
0.08
CODE_GENDER
0.07
FLAG_DOCUMENT_8
0.07
REG_REGION_NOT_WORK_REGION
0.06
WALLSMATERIAL_MODE
0.05
EMERGENCYSTATE_MODE
0.05
HOUSETYPE_MODE
0.05
FLAG_DOCUMENT_6
0.05
MOST FREQUENT VALUES
135000.0
35,750
11.6%
112500.0
31,019
10.1%
157500.0
26,556
8.6%
180000.0
24,719
8.0%
90000.0
22,483
7.3%
225000.0
20,698
6.7%
202500.0
16,341
5.3%
67500.0
11,147
3.6%
270000.0
10,827
3.5%
81000.0
6,001
2.0%
315000.0
5,862
1.9%
247500.0
5,344
1.7%
126000.0
4,668
1.5%
360000.0
4,115
1.3%
121500.0
3,848
1.3%
SMALLEST VALUES
25650.0
2
<0.1%
26100.0
3
<0.1%
26460.0
1
<0.1%
26550.0
2
<0.1%
27000.0
66
<0.1%
27585.0
1
<0.1%
27900.0
7
<0.1%
27967.5
1
<0.1%
28161.0
1
<0.1%
28350.0
11
<0.1%
28404.0
1
<0.1%
28575.0
3
<0.1%
28593.0
1
<0.1%
28723.5
1
<0.1%
28800.0
3
<0.1%
LARGEST VALUES
117000000.0
1
<0.1%
18000090.0
1
<0.1%
13500000.0
1
<0.1%
9000000.0
1
<0.1%
6750000.0
1
<0.1%
4500000.0
4
<0.1%
3950059.5
1
<0.1%
3825000.0
1
<0.1%
3600000.0
2
<0.1%
3375000.0
2
<0.1%
3150000.0
2
<0.1%
2930026.5
1
<0.1%
2700000.0
1
<0.1%
2475000.0
1
<0.1%
2250000.0
13
<0.1%
AMT_CREDIT
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_ANNUITY
0.77
EXT_SOURCE_1
0.17
AMT_INCOME_TOTAL
0.16
EXT_SOURCE_2
0.13
FLOORSMAX_AVG
0.10
REGION_POPULATION_RELATIVE
0.10
OWN_CAR_AGE
-0.09
DAYS_EMPLOYED
-0.09
FLOORSMIN_AVG
0.08
DAYS_LAST_PHONE_CHANGE
-0.07
APARTMENTS_AVG
0.06
DAYS_BIRTH
-0.06
AMT_REQ_CREDIT_BUREAU_MON
0.05
HOUR_APPR_PROCESS_START
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.41
NAME_CONTRACT_TYPE
0.22
NAME_FAMILY_STATUS
0.15
OCCUPATION_TYPE
0.15
REGION_RATING_CLIENT
0.14
NAME_EDUCATION_TYPE
0.13
NAME_INCOME_TYPE
0.12
FLAG_OWN_CAR
0.12
FLAG_DOCUMENT_3
0.10
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.08
WALLSMATERIAL_MODE
0.07
FLAG_DOCUMENT_16
0.06
EMERGENCYSTATE_MODE
0.06
MOST FREQUENT VALUES
450000.0
9,709
3.2%
675000.0
8,877
2.9%
225000.0
8,162
2.7%
180000.0
7,342
2.4%
270000.0
7,241
2.4%
900000.0
6,246
2.0%
254700.0
4,500
1.5%
545040.0
4,437
1.4%
808650.0
4,152
1.4%
135000.0
3,660
1.2%
755190.0
3,524
1.1%
1125000.0
3,493
1.1%
521280.0
3,175
1.0%
284400.0
3,096
1.0%
1078200.0
2,856
0.9%
SMALLEST VALUES
45000.0
230
<0.1%
47970.0
218
<0.1%
48519.0
1
<0.1%
49455.0
19
<0.1%
49500.0
40
<0.1%
49752.0
53
<0.1%
50940.0
393
0.1%
52128.0
115
<0.1%
52767.0
16
<0.1%
53910.0
56
<0.1%
54000.0
55
<0.1%
54400.5
5
<0.1%
54504.0
3
<0.1%
54729.0
4
<0.1%
54738.0
3
<0.1%
LARGEST VALUES
4050000.0
8
<0.1%
4031032.5
1
<0.1%
4027680.0
1
<0.1%
3956274.0
1
<0.1%
3860019.0
1
<0.1%
3600000.0
2
<0.1%
3375000.0
4
<0.1%
3312162.0
1
<0.1%
3299688.0
1
<0.1%
3150000.0
9
<0.1%
3075579.0
1
<0.1%
3060000.0
1
<0.1%
3020760.0
1
<0.1%
2980521.0
1
<0.1%
2961000.0
1
<0.1%
AMT_ANNUITY
MISSING:
12
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT
0.77
AMT_INCOME_TOTAL
0.19
FLOORSMAX_AVG
0.13
EXT_SOURCE_2
0.13
EXT_SOURCE_1
0.12
REGION_POPULATION_RELATIVE
0.12
FLOORSMIN_AVG
0.10
OWN_CAR_AGE
-0.10
APARTMENTS_AVG
0.08
DAYS_LAST_PHONE_CHANGE
-0.06
COMMONAREA_AVG
0.06
DAYS_EMPLOYED
-0.05
HOUR_APPR_PROCESS_START
0.05
NONLIVINGAREA_AVG
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.48
NAME_CONTRACT_TYPE
0.24
OCCUPATION_TYPE
0.18
REGION_RATING_CLIENT
0.18
NAME_INCOME_TYPE
0.15
NAME_EDUCATION_TYPE
0.15
NAME_FAMILY_STATUS
0.14
FLAG_OWN_CAR
0.14
ORGANIZATION_TYPE
0.13
FLAG_DOCUMENT_8
0.13
FLAG_DOCUMENT_3
0.10
REG_REGION_NOT_WORK_REGION
0.08
WALLSMATERIAL_MODE
0.08
CODE_GENDER
0.08
MOST FREQUENT VALUES
9000.0
6,385
2.1%
13500.0
5,514
1.8%
6750.0
2,279
0.7%
10125.0
2,035
0.7%
37800.0
1,602
0.5%
11250.0
1,459
0.5%
26217.0
1,453
0.5%
20250.0
1,345
0.4%
12375.0
1,339
0.4%
31653.0
1,269
0.4%
26640.0
1,236
0.4%
22500.0
1,234
0.4%
16875.0
1,213
0.4%
36459.0
1,191
0.4%
33025.5
938
0.3%
SMALLEST VALUES
1615.5
1
<0.1%
1980.0
2
<0.1%
1993.5
1
<0.1%
2052.0
1
<0.1%
2164.5
2
<0.1%
2173.5
1
<0.1%
2187.0
2
<0.1%
2205.0
1
<0.1%
2295.0
2
<0.1%
2299.5
1
<0.1%
2317.5
2
<0.1%
2412.0
1
<0.1%
2425.5
1
<0.1%
2511.0
1
<0.1%
2542.5
3
<0.1%
LARGEST VALUES
258025.5
1
<0.1%
230161.5
1
<0.1%
225000.0
23
<0.1%
220297.5
1
<0.1%
216589.5
1
<0.1%
215500.5
1
<0.1%
213291.0
4
<0.1%
213160.5
1
<0.1%
208215.0
1
<0.1%
206464.5
1
<0.1%
206167.5
1
<0.1%
197230.5
1
<0.1%
188136.0
1
<0.1%
184477.5
1
<0.1%
180576.0
1
<0.1%
NAME_TYPE_SUITE
MISSING:
1,292
(<1%)
TOP CATEGORIES
Unaccompanied
248,526
81%
Family
40,149
13%
Spouse, partner
11,370
4%
Children
3,267
1%
Other_B
1,770
<1%
Other_A
866
<1%
Group of people
271
<1%
ALL
306,219
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_TYPE_SUITE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_7
0.10
FLAG_DOCUMENT_12
0.08
FLAG_DOCUMENT_10
0.05
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_15
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_4
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_13
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_TYPE_SUITE:
NAME_FAMILY_STATUS
0.02
ORGANIZATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
CODE_GENDER
0.00
OCCUPATION_TYPE
0.00
INCOME_BAND
0.00
NAME_INCOME_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_16
0.00
NAME_HOUSING_TYPE
0.00
FLAG_OWN_CAR
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_11
0.00
WALLSMATERIAL_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_TYPE_SUITE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.06
OBS_30_CNT_SOCIAL_CIRCLE
0.05
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
CNT_CHILDREN
0.04
FLOORSMAX_AVG
0.04
AMT_CREDIT
0.04
APARTMENTS_AVG
0.03
YEARS_BEGINEXPLUATATION_AVG
0.03
AMT_ANNUITY
0.03
YEARS_BUILD_AVG
0.03
FLOORSMIN_AVG
0.03
HOUR_APPR_PROCESS_START
0.03
ENTRANCES_AVG
0.03
NAME_INCOME_TYPE
MISSING:
---
TOP CATEGORIES
Working
158,774
52%
Commercial associate
71,617
23%
Pensioner
55,362
18%
State servant
21,703
7%
Unemployed
22
<1%
Student
18
<1%
Businessman
10
<1%
Maternity leave
5
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_INCOME_TYPE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.45
ORGANIZATION_TYPE
0.20
OCCUPATION_TYPE
0.14
FLAG_DOCUMENT_12
0.11
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.09
FLAG_DOCUMENT_11
0.08
REG_REGION_NOT_WORK_REGION
0.06
FLAG_DOCUMENT_3
0.05
FLAG_MOBIL
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_13
0.04
FLAG_DOCUMENT_7
0.04

THESE FEATURES
GIVE INFORMATION
ON NAME_INCOME_TYPE:
ORGANIZATION_TYPE
0.47
OCCUPATION_TYPE
0.25
FLAG_DOCUMENT_6
0.11
REG_CITY_NOT_WORK_CITY
0.05
FLAG_WORK_PHONE
0.04
INCOME_BAND
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.02
NAME_EDUCATION_TYPE
0.02
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
FLAG_OWN_CAR
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_INCOME_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.62
DAYS_EMPLOYED
0.42
DAYS_ID_PUBLISH
0.27
CNT_CHILDREN
0.24
DAYS_REGISTRATION
0.21
REGION_POPULATION_RELATIVE
0.15
AMT_ANNUITY
0.15
AMT_CREDIT
0.12
HOUR_APPR_PROCESS_START
0.11
EXT_SOURCE_1
0.11
FLOORSMAX_AVG
0.11
AMT_INCOME_TOTAL
0.09
OWN_CAR_AGE
0.09
EXT_SOURCE_2
0.09
NAME_EDUCATION_TYPE
MISSING:
---
TOP CATEGORIES
Secondary / secondary special
218,391
71%
Higher education
74,863
24%
Incomplete higher
10,277
3%
Lower secondary
3,816
1%
Academic degree
164
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_EDUCATION_TYPE
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.25
FLAG_DOCUMENT_14
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_13
0.03
FLAG_DOCUMENT_11
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_9
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMAIL
0.02
FLAG_CONT_MOBILE
0.02
INCOME_BAND
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_12
0.01
REG_REGION_NOT_LIVE_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_EDUCATION_TYPE:
OCCUPATION_TYPE
0.09
INCOME_BAND
0.04
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.03
WALLSMATERIAL_MODE
0.01
EMERGENCYSTATE_MODE
0.01
HOUSETYPE_MODE
0.01
NAME_FAMILY_STATUS
0.01
REGION_RATING_CLIENT
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_6
0.01
FONDKAPREMONT_MODE
0.01
FLAG_EMAIL
0.00
FLAG_DOCUMENT_8
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.20
EXT_SOURCE_1
0.16
FLOORSMAX_AVG
0.16
AMT_ANNUITY
0.15
AMT_CREDIT
0.13
EXT_SOURCE_2
0.13
APARTMENTS_AVG
0.12
YEARS_BEGINEXPLUATATION_AVG
0.12
FLOORSMIN_AVG
0.11
DAYS_REGISTRATION
0.10
ENTRANCES_AVG
0.10
AMT_INCOME_TOTAL
0.10
YEARS_BUILD_AVG
0.10
HOUR_APPR_PROCESS_START
0.09
NAME_FAMILY_STATUS
MISSING:
---
TOP CATEGORIES
Married
196,432
64%
Single / not married
45,444
15%
Civil marriage
29,775
10%
Separated
19,770
6%
Widow
16,088
5%
Unknown
2
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_FAMILY_STATUS
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_21
0.04
FLAG_DOCUMENT_12
0.03
FLAG_DOCUMENT_6
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_10
0.03
CODE_GENDER
0.03
FLAG_OWN_CAR
0.02
NAME_INCOME_TYPE
0.02
NAME_HOUSING_TYPE
0.02
FLAG_DOCUMENT_7
0.02
FLAG_DOCUMENT_11
0.02
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_8
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_FAMILY_STATUS:
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
CODE_GENDER
0.02
FLAG_OWN_CAR
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_EDUCATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
INCOME_BAND
0.00
EMERGENCYSTATE_MODE
0.00
FLAG_DOCUMENT_8
0.00
HOUSETYPE_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
CORRELATION RATIO WITH...
DAYS_BIRTH
0.31
CNT_CHILDREN
0.20
AMT_CREDIT
0.15
AMT_ANNUITY
0.14
DAYS_ID_PUBLISH
0.11
DAYS_REGISTRATION
0.11
DAYS_EMPLOYED
0.09
OWN_CAR_AGE
0.09
YEARS_BEGINEXPLUATATION_AVG
0.08
EXT_SOURCE_3
0.07
DAYS_LAST_PHONE_CHANGE
0.07
EXT_SOURCE_2
0.05
FLOORSMAX_AVG
0.05
ENTRANCES_AVG
0.05
NAME_HOUSING_TYPE
MISSING:
---
TOP CATEGORIES
House / apartment
272,868
89%
With parents
14,840
5%
Municipal apartment
11,183
4%
Rented apartment
4,881
2%
Office apartment
2,617
<1%
Co-op apartment
1,122
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_HOUSING_TYPE
PROVIDES INFORMATION ON...
REG_CITY_NOT_LIVE_CITY
0.04
FLAG_OWN_REALTY
0.04
REG_REGION_NOT_LIVE_REGION
0.03
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_6
0.01
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_12
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_21
0.01
FLAG_MOBIL
0.01
NAME_INCOME_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_HOUSING_TYPE:
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.01
REGION_RATING_CLIENT
0.01
OCCUPATION_TYPE
0.01
WALLSMATERIAL_MODE
0.01
FLAG_DOCUMENT_6
0.01
EMERGENCYSTATE_MODE
0.01
HOUSETYPE_MODE
0.01
NAME_EDUCATION_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_HOUSING_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.25
DAYS_REGISTRATION
0.09
DAYS_ID_PUBLISH
0.08
YEARS_BEGINEXPLUATATION_AVG
0.08
EXT_SOURCE_3
0.06
OWN_CAR_AGE
0.06
AMT_CREDIT
0.06
EXT_SOURCE_2
0.06
FLOORSMAX_AVG
0.05
DAYS_EMPLOYED
0.05
REGION_POPULATION_RELATIVE
0.05
YEARS_BUILD_AVG
0.05
ENTRANCES_AVG
0.05
DAYS_LAST_PHONE_CHANGE
0.05
REGION_POPULATION_RELATIVE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLOORSMAX_AVG
0.32
FLOORSMIN_AVG
0.29
APARTMENTS_AVG
0.21
EXT_SOURCE_2
0.20
HOUR_APPR_PROCESS_START
0.17
COMMONAREA_AVG
0.16
AMT_ANNUITY
0.12
EXT_SOURCE_1
0.10
AMT_CREDIT
0.10
BASEMENTAREA_AVG
0.10
OWN_CAR_AGE
-0.08
AMT_REQ_CREDIT_BUREAU_MON
0.08
NONLIVINGAREA_AVG
0.07
AMT_INCOME_TOTAL
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.64
INCOME_BAND
0.19
WALLSMATERIAL_MODE
0.16
NAME_INCOME_TYPE
0.15
FONDKAPREMONT_MODE
0.12
HOUSETYPE_MODE
0.11
EMERGENCYSTATE_MODE
0.11
ORGANIZATION_TYPE
0.10
FLAG_PHONE
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_3
0.08
NAME_EDUCATION_TYPE
0.07
OCCUPATION_TYPE
0.06
REG_REGION_NOT_WORK_REGION
0.06
MOST FREQUENT VALUES
0.035792
16,408
5.3%
0.04622
13,442
4.4%
0.030755
12,163
4.0%
0.025164
11,950
3.9%
0.026392
11,601
3.8%
0.031329
11,321
3.7%
0.028663
11,157
3.6%
0.019101
8,694
2.8%
0.072508
8,412
2.7%
0.020713
8,066
2.6%
0.01885
7,668
2.5%
0.020246
7,178
2.3%
0.018634
7,038
2.3%
0.022625
6,943
2.3%
0.015221
6,824
2.2%
SMALLEST VALUES
0.00029
2
<0.1%
0.000533
39
<0.1%
0.000938
28
<0.1%
0.001276
558
0.2%
0.001333
235
<0.1%
0.001417
467
0.2%
0.002042
1,642
0.5%
0.002134
1,051
0.3%
0.002506
944
0.3%
0.003069
1,783
0.6%
0.0031219999999999
1,147
0.4%
0.0035409999999999
627
0.2%
0.003813
1,616
0.5%
0.0038179999999999
1,212
0.4%
0.004849
1,038
0.3%
LARGEST VALUES
0.072508
8,412
2.7%
0.04622
13,442
4.4%
0.035792
16,408
5.3%
0.032561
6,636
2.2%
0.031329
11,321
3.7%
0.030755
12,163
4.0%
0.028663
11,157
3.6%
0.026392
11,601
3.8%
0.025164
11,950
3.9%
0.02461
6,404
2.1%
0.0228
3,807
1.2%
0.022625
6,943
2.3%
0.020713
8,066
2.6%
0.020246
7,178
2.3%
0.0196889999999999
6,172
2.0%
DAYS_BIRTH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_1
-0.60
DAYS_EMPLOYED
0.35
DAYS_REGISTRATION
0.33
CNT_CHILDREN
0.33
DAYS_ID_PUBLISH
0.27
EXT_SOURCE_3
-0.21
EXT_SOURCE_2
-0.09
HOUR_APPR_PROCESS_START
0.09
DAYS_LAST_PHONE_CHANGE
0.08
AMT_REQ_CREDIT_BUREAU_YEAR
-0.07
AMT_CREDIT
-0.06
REGION_POPULATION_RELATIVE
-0.03
AMT_INCOME_TOTAL
0.03
YEARS_BUILD_AVG
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.64
NAME_INCOME_TYPE
0.62
OCCUPATION_TYPE
0.45
FLAG_DOCUMENT_6
0.41
NAME_FAMILY_STATUS
0.31
NAME_HOUSING_TYPE
0.25
REG_CITY_NOT_WORK_CITY
0.24
NAME_EDUCATION_TYPE
0.20
REG_CITY_NOT_LIVE_CITY
0.18
FLAG_WORK_PHONE
0.17
CODE_GENDER
0.15
INCOME_BAND
0.13
FLAG_OWN_CAR
0.13
FLAG_OWN_REALTY
0.12
MOST FREQUENT VALUES
-13749
43
<0.1%
-13481
42
<0.1%
-18248
41
<0.1%
-10020
41
<0.1%
-15771
40
<0.1%
-10292
40
<0.1%
-14267
39
<0.1%
-13263
39
<0.1%
-11664
39
<0.1%
-14395
39
<0.1%
-13891
38
<0.1%
-13480
38
<0.1%
-15565
38
<0.1%
-13634
38
<0.1%
-15042
38
<0.1%
SMALLEST VALUES
-25229
1
<0.1%
-25201
2
<0.1%
-25200
1
<0.1%
-25197
2
<0.1%
-25196
4
<0.1%
-25195
1
<0.1%
-25192
2
<0.1%
-25191
1
<0.1%
-25187
1
<0.1%
-25186
1
<0.1%
-25184
1
<0.1%
-25182
1
<0.1%
-25180
1
<0.1%
-25179
1
<0.1%
-25177
1
<0.1%
LARGEST VALUES
-7489
1
<0.1%
-7673
1
<0.1%
-7676
2
<0.1%
-7678
3
<0.1%
-7679
1
<0.1%
-7680
7
<0.1%
-7681
2
<0.1%
-7682
1
<0.1%
-7683
3
<0.1%
-7684
2
<0.1%
-7685
1
<0.1%
-7686
1
<0.1%
-7687
3
<0.1%
-7688
4
<0.1%
-7689
3
<0.1%
DAYS_EMPLOYED
MISSING:
55,374
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.35
EXT_SOURCE_1
-0.25
DAYS_REGISTRATION
0.17
DAYS_LAST_PHONE_CHANGE
0.14
EXT_SOURCE_3
-0.13
EXT_SOURCE_2
-0.09
AMT_CREDIT
-0.09
DAYS_ID_PUBLISH
0.09
CNT_CHILDREN
0.06
AMT_ANNUITY
-0.05
OWN_CAR_AGE
0.03
AMT_REQ_CREDIT_BUREAU_MON
-0.02
HOUR_APPR_PROCESS_START
0.02
ENTRANCES_AVG
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.48
NAME_INCOME_TYPE
0.42
OCCUPATION_TYPE
0.32
FLAG_DOCUMENT_6
0.22
FLAG_DOCUMENT_3
0.14
INCOME_BAND
0.11
FLAG_WORK_PHONE
0.10
NAME_FAMILY_STATUS
0.09
REG_CITY_NOT_LIVE_CITY
0.06
NAME_EDUCATION_TYPE
0.06
NAME_HOUSING_TYPE
0.05
TARGET
0.05
FLAG_OWN_CAR
0.04
FLAG_PHONE
0.04
MOST FREQUENT VALUES
-200.0
156
<0.1%
-224.0
152
<0.1%
-230.0
151
<0.1%
-199.0
151
<0.1%
-212.0
150
<0.1%
-384.0
143
<0.1%
-229.0
143
<0.1%
-231.0
140
<0.1%
-215.0
138
<0.1%
-207.0
138
<0.1%
-216.0
137
<0.1%
-188.0
137
<0.1%
-196.0
136
<0.1%
-116.0
136
<0.1%
-222.0
135
<0.1%
SMALLEST VALUES
-17912.0
1
<0.1%
-17583.0
1
<0.1%
-17546.0
1
<0.1%
-17531.0
1
<0.1%
-17522.0
1
<0.1%
-17170.0
1
<0.1%
-17139.0
1
<0.1%
-16852.0
1
<0.1%
-16849.0
1
<0.1%
-16836.0
1
<0.1%
-16767.0
1
<0.1%
-16678.0
1
<0.1%
-16651.0
1
<0.1%
-16632.0
1
<0.1%
-16607.0
1
<0.1%
LARGEST VALUES
0.0
2
<0.1%
-1.0
1
<0.1%
-2.0
2
<0.1%
-3.0
3
<0.1%
-4.0
4
<0.1%
-5.0
1
<0.1%
-6.0
2
<0.1%
-7.0
1
<0.1%
-8.0
2
<0.1%
-9.0
3
<0.1%
-10.0
1
<0.1%
-11.0
2
<0.1%
-12.0
6
<0.1%
-13.0
3
<0.1%
-14.0
3
<0.1%
DAYS_REGISTRATION
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.33
CNT_CHILDREN
0.18
EXT_SOURCE_1
-0.18
DAYS_EMPLOYED
0.17
YEARS_BUILD_AVG
0.16
EXT_SOURCE_3
-0.11
DAYS_ID_PUBLISH
0.10
ENTRANCES_AVG
-0.06
EXT_SOURCE_2
-0.06
DAYS_LAST_PHONE_CHANGE
0.06
REGION_POPULATION_RELATIVE
-0.05
FLOORSMAX_AVG
0.05
NONLIVINGAREA_AVG
0.05
AMT_ANNUITY
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.22
NAME_INCOME_TYPE
0.21
OCCUPATION_TYPE
0.16
FLAG_DOCUMENT_6
0.14
NAME_FAMILY_STATUS
0.11
NAME_EDUCATION_TYPE
0.10
REG_CITY_NOT_WORK_CITY
0.10
WALLSMATERIAL_MODE
0.10
NAME_HOUSING_TYPE
0.09
FLAG_OWN_CAR
0.09
INCOME_BAND
0.08
REGION_RATING_CLIENT
0.08
CODE_GENDER
0.08
FLAG_PHONE
0.08
MOST FREQUENT VALUES
-1.0
113
<0.1%
-7.0
98
<0.1%
-6.0
96
<0.1%
-4.0
92
<0.1%
-2.0
92
<0.1%
-5.0
86
<0.1%
-3.0
84
<0.1%
-9.0
84
<0.1%
-14.0
80
<0.1%
-21.0
80
<0.1%
0.0
80
<0.1%
-10.0
79
<0.1%
-11.0
67
<0.1%
-511.0
66
<0.1%
-15.0
66
<0.1%
SMALLEST VALUES
-24672.0
1
<0.1%
-23738.0
1
<0.1%
-23416.0
1
<0.1%
-22928.0
1
<0.1%
-22858.0
1
<0.1%
-22701.0
1
<0.1%
-22442.0
1
<0.1%
-22392.0
1
<0.1%
-22113.0
1
<0.1%
-21887.0
1
<0.1%
-21865.0
1
<0.1%
-21249.0
1
<0.1%
-21244.0
1
<0.1%
-21146.0
1
<0.1%
-20981.0
1
<0.1%
LARGEST VALUES
0.0
80
<0.1%
-1.0
113
<0.1%
-2.0
92
<0.1%
-3.0
84
<0.1%
-4.0
92
<0.1%
-5.0
86
<0.1%
-6.0
96
<0.1%
-7.0
98
<0.1%
-8.0
65
<0.1%
-9.0
84
<0.1%
-10.0
79
<0.1%
-11.0
67
<0.1%
-12.0
55
<0.1%
-13.0
62
<0.1%
-14.0
80
<0.1%
DAYS_ID_PUBLISH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.27
EXT_SOURCE_1
-0.13
EXT_SOURCE_3
-0.13
DAYS_REGISTRATION
0.10
DAYS_EMPLOYED
0.09
DAYS_LAST_PHONE_CHANGE
0.09
EXT_SOURCE_2
-0.05
AMT_REQ_CREDIT_BUREAU_YEAR
-0.04
HOUR_APPR_PROCESS_START
0.03
CNT_CHILDREN
-0.03
ENTRANCES_AVG
-0.02
BASEMENTAREA_AVG
-0.01
OBS_30_CNT_SOCIAL_CIRCLE
-0.01
AMT_ANNUITY
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.28
NAME_INCOME_TYPE
0.27
OCCUPATION_TYPE
0.19
FLAG_DOCUMENT_6
0.18
NAME_FAMILY_STATUS
0.11
REG_CITY_NOT_WORK_CITY
0.10
NAME_HOUSING_TYPE
0.08
NAME_EDUCATION_TYPE
0.08
REG_CITY_NOT_LIVE_CITY
0.08
NAME_CONTRACT_TYPE
0.05
INCOME_BAND
0.05
TARGET
0.05
FLAG_DOCUMENT_3
0.05
REG_REGION_NOT_WORK_REGION
0.05
MOST FREQUENT VALUES
-4053
169
<0.1%
-4095
162
<0.1%
-4046
161
<0.1%
-4417
159
<0.1%
-4256
158
<0.1%
-4032
157
<0.1%
-4151
157
<0.1%
-4200
156
<0.1%
-4171
155
<0.1%
-4214
155
<0.1%
-4270
154
<0.1%
-4285
154
<0.1%
-4096
154
<0.1%
-4047
154
<0.1%
-4263
153
<0.1%
SMALLEST VALUES
-7197
1
<0.1%
-6551
1
<0.1%
-6383
1
<0.1%
-6337
1
<0.1%
-6274
1
<0.1%
-6265
1
<0.1%
-6263
1
<0.1%
-6259
1
<0.1%
-6258
1
<0.1%
-6256
1
<0.1%
-6255
1
<0.1%
-6247
1
<0.1%
-6235
1
<0.1%
-6233
1
<0.1%
-6232
1
<0.1%
LARGEST VALUES
0
16
<0.1%
-1
64
<0.1%
-2
50
<0.1%
-3
51
<0.1%
-4
57
<0.1%
-5
63
<0.1%
-6
81
<0.1%
-7
93
<0.1%
-8
86
<0.1%
-9
61
<0.1%
-10
63
<0.1%
-11
64
<0.1%
-12
70
<0.1%
-13
68
<0.1%
-14
75
<0.1%
OWN_CAR_AGE
MISSING:
202,929
(66%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_INCOME_TOTAL
-0.12
AMT_ANNUITY
-0.10
AMT_CREDIT
-0.09
FLOORSMAX_AVG
-0.08
EXT_SOURCE_1
-0.08
REGION_POPULATION_RELATIVE
-0.08
EXT_SOURCE_2
-0.08
FLOORSMIN_AVG
-0.08
HOUR_APPR_PROCESS_START
-0.07
APARTMENTS_AVG
-0.05
YEARS_BUILD_AVG
-0.05
COMMONAREA_AVG
-0.04
BASEMENTAREA_AVG
-0.03
NONLIVINGAREA_AVG
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
0.63
CODE_GENDER
0.22
OCCUPATION_TYPE
0.16
ORGANIZATION_TYPE
0.12
FLAG_DOCUMENT_8
0.11
NAME_INCOME_TYPE
0.09
NAME_FAMILY_STATUS
0.09
INCOME_BAND
0.08
NAME_HOUSING_TYPE
0.06
FLAG_DOCUMENT_6
0.06
REG_CITY_NOT_WORK_CITY
0.06
EMERGENCYSTATE_MODE
0.05
HOUSETYPE_MODE
0.05
WALLSMATERIAL_MODE
0.05
MOST FREQUENT VALUES
7.0
7,424
7.1%
6.0
6,382
6.1%
3.0
6,370
6.1%
8.0
5,887
5.6%
2.0
5,852
5.6%
4.0
5,557
5.3%
1.0
5,280
5.0%
9.0
5,020
4.8%
10.0
4,806
4.6%
14.0
4,594
4.4%
13.0
4,566
4.4%
12.0
4,257
4.1%
11.0
4,161
4.0%
5.0
3,595
3.4%
15.0
3,580
3.4%
SMALLEST VALUES
0.0
2,134
2.0%
1.0
5,280
5.0%
2.0
5,852
5.6%
3.0
6,370
6.1%
4.0
5,557
5.3%
5.0
3,595
3.4%
6.0
6,382
6.1%
7.0
7,424
7.1%
8.0
5,887
5.6%
9.0
5,020
4.8%
10.0
4,806
4.6%
11.0
4,161
4.0%
12.0
4,257
4.1%
13.0
4,566
4.4%
14.0
4,594
4.4%
LARGEST VALUES
91.0
2
<0.1%
69.0
1
<0.1%
65.0
891
0.9%
64.0
2,443
2.3%
63.0
2
<0.1%
57.0
1
<0.1%
56.0
1
<0.1%
55.0
4
<0.1%
54.0
12
<0.1%
52.0
1
<0.1%
51.0
3
<0.1%
50.0
1
<0.1%
49.0
6
<0.1%
48.0
1
<0.1%
47.0
1
<0.1%
FLAG_MOBIL
MISSING:
---
TOP CATEGORIES
1
307,510
>99%
0
1
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_MOBIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_8
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_OWN_CAR
0.00
CODE_GENDER
0.00
ORGANIZATION_TYPE
0.00
WALLSMATERIAL_MODE
0.00
HOUSETYPE_MODE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
EMERGENCYSTATE_MODE
0.00
INCOME_BAND
0.00
FLAG_OWN_REALTY
0.00
NAME_INCOME_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_MOBIL:
FLAG_DOCUMENT_18
0.35
ORGANIZATION_TYPE
0.33
NAME_EDUCATION_TYPE
0.25
FLAG_DOCUMENT_8
0.18
WEEKDAY_APPR_PROCESS_START
0.13
INCOME_BAND
0.13
WALLSMATERIAL_MODE
0.11
FLAG_DOCUMENT_3
0.09
OCCUPATION_TYPE
0.09
FLAG_OWN_CAR
0.08
CODE_GENDER
0.08
HOUSETYPE_MODE
0.05
NAME_INCOME_TYPE
0.05
EMERGENCYSTATE_MODE
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_MOBIL
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.00
OWN_CAR_AGE
0.00
FLOORSMAX_AVG
0.00
DAYS_BIRTH
0.00
SK_ID_CURR
0.00
EXT_SOURCE_3
0.00
DAYS_ID_PUBLISH
0.00
DAYS_LAST_PHONE_CHANGE
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
LANDAREA_AVG
0.00
AMT_CREDIT
0.00
EXT_SOURCE_1
0.00
REGION_POPULATION_RELATIVE
0.00
FLAG_WORK_PHONE
MISSING:
---
TOP CATEGORIES
0
246,203
80%
1
61,308
20%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_WORK_PHONE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_11
0.23
FLAG_PHONE
0.07
FLAG_DOCUMENT_6
0.05
NAME_INCOME_TYPE
0.04
FLAG_CONT_MOBILE
0.03
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_DOCUMENT_4
0.02
FLAG_DOCUMENT_12
0.02
ORGANIZATION_TYPE
0.02
FLAG_MOBIL
0.02
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_10
0.01
REG_REGION_NOT_WORK_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_WORK_PHONE:
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.09
FLAG_PHONE
0.08
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_6
0.03
REG_CITY_NOT_WORK_CITY
0.01
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_11
0.01
NAME_FAMILY_STATUS
0.01
REG_REGION_NOT_WORK_REGION
0.00
INCOME_BAND
0.00
FLAG_DOCUMENT_3
0.00
EMERGENCYSTATE_MODE
0.00
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.17
DAYS_EMPLOYED
0.10
AMT_REQ_CREDIT_BUREAU_YEAR
0.07
YEARS_BEGINEXPLUATATION_AVG
0.06
DAYS_REGISTRATION
0.06
CNT_CHILDREN
0.06
FLOORSMAX_AVG
0.05
DAYS_ID_PUBLISH
0.05
YEARS_BUILD_AVG
0.04
ENTRANCES_AVG
0.04
APARTMENTS_AVG
0.04
DAYS_LAST_PHONE_CHANGE
0.04
FLOORSMIN_AVG
0.04
EXT_SOURCE_3
0.04
FLAG_CONT_MOBILE
MISSING:
---
TOP CATEGORIES
1
306,937
>99%
0
574
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_CONT_MOBILE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_21
0.01
FLAG_DOCUMENT_17
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_19
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_5
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_CONT_MOBILE:
NAME_CONTRACT_TYPE
0.17
FLAG_DOCUMENT_14
0.03
FLAG_WORK_PHONE
0.03
FLAG_DOCUMENT_13
0.03
FLAG_DOCUMENT_18
0.02
ORGANIZATION_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_DOCUMENT_16
0.01
OCCUPATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
FLAG_DOCUMENT_8
0.01
WEEKDAY_APPR_PROCESS_START
0.01
INCOME_BAND
0.01
REGION_RATING_CLIENT
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_CONT_MOBILE
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.03
AMT_CREDIT
0.02
AMT_ANNUITY
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
DAYS_BIRTH
0.01
FLOORSMAX_AVG
0.01
REGION_POPULATION_RELATIVE
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
AMT_INCOME_TOTAL
0.01
YEARS_BUILD_AVG
0.01
APARTMENTS_AVG
0.01
FLOORSMIN_AVG
0.01
NONLIVINGAREA_AVG
0.01
BASEMENTAREA_AVG
0.01
FLAG_PHONE
MISSING:
---
TOP CATEGORIES
0
221,080
72%
1
86,431
28%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_PHONE
PROVIDES INFORMATION ON...
FLAG_WORK_PHONE
0.08
FLAG_DOCUMENT_7
0.04
FLAG_DOCUMENT_10
0.03
FLAG_DOCUMENT_5
0.03
FLAG_DOCUMENT_12
0.03
FLAG_MOBIL
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_19
0.01
REGION_RATING_CLIENT
0.01
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_15
0.00
EMERGENCYSTATE_MODE
0.00
FLAG_DOCUMENT_9
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_PHONE:
FLAG_WORK_PHONE
0.07
REGION_RATING_CLIENT
0.01
WALLSMATERIAL_MODE
0.00
FLAG_DOCUMENT_5
0.00
EMERGENCYSTATE_MODE
0.00
HOUSETYPE_MODE
0.00
REG_CITY_NOT_LIVE_CITY
0.00
ORGANIZATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
OCCUPATION_TYPE
0.00
FONDKAPREMONT_MODE
0.00
FLAG_OWN_REALTY
0.00
INCOME_BAND
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.09
FLOORSMAX_AVG
0.08
DAYS_REGISTRATION
0.08
APARTMENTS_AVG
0.07
ENTRANCES_AVG
0.07
DAYS_LAST_PHONE_CHANGE
0.07
YEARS_BEGINEXPLUATATION_AVG
0.07
BASEMENTAREA_AVG
0.06
EXT_SOURCE_2
0.06
HOUR_APPR_PROCESS_START
0.06
FLOORSMIN_AVG
0.06
EXT_SOURCE_1
0.04
YEARS_BUILD_AVG
0.04
DAYS_BIRTH
0.04
FLAG_EMAIL
MISSING:
---
TOP CATEGORIES
0
290,069
94%
1
17,442
6%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMAIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.01
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_12
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_10
0.00
FLAG_DOCUMENT_6
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_4
0.00
REGION_RATING_CLIENT
0.00
INCOME_BAND
0.00
REG_REGION_NOT_WORK_REGION
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMAIL:
INCOME_BAND
0.02
NAME_EDUCATION_TYPE
0.02
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_6
0.01
WALLSMATERIAL_MODE
0.00
EMERGENCYSTATE_MODE
0.00
HOUSETYPE_MODE
0.00
NAME_FAMILY_STATUS
0.00
FONDKAPREMONT_MODE
0.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMAIL
CORRELATION RATIO WITH...
EXT_SOURCE_1
0.13
DAYS_BIRTH
0.09
AMT_ANNUITY
0.07
FLOORSMAX_AVG
0.06
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
APARTMENTS_AVG
0.04
FLOORSMIN_AVG
0.04
YEARS_BEGINEXPLUATATION_AVG
0.04
REGION_POPULATION_RELATIVE
0.04
AMT_INCOME_TOTAL
0.04
ENTRANCES_AVG
0.04
DAYS_REGISTRATION
0.03
BASEMENTAREA_AVG
0.03
YEARS_BUILD_AVG
0.03
OCCUPATION_TYPE
MISSING:
96,391
(31%)
TOP CATEGORIES
Laborers
55,186
26%
Sales staff
32,102
15%
Core staff
27,570
13%
Managers
21,371
10%
Drivers
18,603
9%
High skill tech staff
11,380
5%
Accountants
9,813
5%
Medicine staff
8,537
4%
Security staff
6,721
3%
Cooking staff
5,946
3%
Cleaning staff
4,653
2%
Private service staff
2,652
1%
Low-skill Laborers
2,093
<1%
Waiters/barmen staff
1,348
<1%
Secretaries
1,305
<1%
Realty agents
751
<1%
HR staff
563
<1%
IT staff
526
<1%
ALL
211,120
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OCCUPATION_TYPE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.29
NAME_INCOME_TYPE
0.25
CODE_GENDER
0.22
ORGANIZATION_TYPE
0.20
FLAG_DOCUMENT_12
0.18
NAME_EDUCATION_TYPE
0.09
FLAG_MOBIL
0.09
FLAG_DOCUMENT_10
0.07
FLAG_DOCUMENT_8
0.07
FLAG_OWN_CAR
0.05
FLAG_DOCUMENT_2
0.05
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04
FLAG_DOCUMENT_3
0.03

THESE FEATURES
GIVE INFORMATION
ON OCCUPATION_TYPE:
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.14
CODE_GENDER
0.06
FLAG_DOCUMENT_6
0.04
NAME_EDUCATION_TYPE
0.03
INCOME_BAND
0.02
FLAG_OWN_CAR
0.01
REG_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_8
0.01
FLAG_WORK_PHONE
0.01
NAME_HOUSING_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.45
DAYS_EMPLOYED
0.32
DAYS_ID_PUBLISH
0.19
EXT_SOURCE_1
0.19
CNT_CHILDREN
0.18
AMT_ANNUITY
0.18
DAYS_REGISTRATION
0.16
OWN_CAR_AGE
0.16
AMT_CREDIT
0.15
AMT_INCOME_TOTAL
0.12
EXT_SOURCE_2
0.12
FLOORSMAX_AVG
0.10
HOUR_APPR_PROCESS_START
0.08
YEARS_BEGINEXPLUATATION_AVG
0.08
REGION_RATING_CLIENT
MISSING:
---
TOP CATEGORIES
2
226,984
74%
3
48,330
16%
1
32,197
10%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.04
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_4
0.02
FLAG_MOBIL
0.02
EMERGENCYSTATE_MODE
0.02
HOUSETYPE_MODE
0.02
FLAG_DOCUMENT_8
0.02
INCOME_BAND
0.02
WALLSMATERIAL_MODE
0.01
REG_REGION_NOT_LIVE_REGION
0.01
NAME_INCOME_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT:
INCOME_BAND
0.05
WALLSMATERIAL_MODE
0.02
NAME_INCOME_TYPE
0.02
EMERGENCYSTATE_MODE
0.02
HOUSETYPE_MODE
0.02
REG_REGION_NOT_WORK_REGION
0.01
FONDKAPREMONT_MODE
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.64
EXT_SOURCE_2
0.29
HOUR_APPR_PROCESS_START
0.29
FLOORSMAX_AVG
0.28
FLOORSMIN_AVG
0.23
APARTMENTS_AVG
0.22
AMT_ANNUITY
0.18
YEARS_BEGINEXPLUATATION_AVG
0.17
BASEMENTAREA_AVG
0.16
COMMONAREA_AVG
0.15
YEARS_BUILD_AVG
0.14
ENTRANCES_AVG
0.14
AMT_CREDIT
0.14
NONLIVINGAREA_AVG
0.11
WEEKDAY_APPR_PROCESS_START
MISSING:
---
TOP CATEGORIES
TUESDAY
53,901
18%
WEDNESDAY
51,934
17%
MONDAY
50,714
16%
THURSDAY
50,591
16%
FRIDAY
50,338
16%
SATURDAY
33,852
11%
SUNDAY
16,181
5%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
WEEKDAY_APPR_PROCESS_START
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.13
FLAG_DOCUMENT_12
0.08
FLAG_DOCUMENT_10
0.05
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_2
0.02
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_4
0.01
AMT_REQ_CREDIT_BUREAU_DAY
0.01
AMT_REQ_CREDIT_BUREAU_HOUR
0.01
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_7
0.00

THESE FEATURES
GIVE INFORMATION
ON WEEKDAY_APPR_PROCESS_START:
ORGANIZATION_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00
FLAG_WORK_PHONE
0.00
REGION_RATING_CLIENT
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_OWN_REALTY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_6
0.00
INCOME_BAND
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
FLAG_DOCUMENT_18
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WEEKDAY_APPR_PROCESS_START
CORRELATION RATIO WITH...
HOUR_APPR_PROCESS_START
0.06
DAYS_BIRTH
0.03
EXT_SOURCE_3
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_ANNUITY
0.01
REGION_POPULATION_RELATIVE
0.01
CNT_CHILDREN
0.01
AMT_CREDIT
0.01
FLOORSMAX_AVG
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
DAYS_EMPLOYED
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
YEARS_BUILD_AVG
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
HOUR_APPR_PROCESS_START
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.17
EXT_SOURCE_2
0.16
FLOORSMAX_AVG
0.12
FLOORSMIN_AVG
0.12
DAYS_BIRTH
0.09
APARTMENTS_AVG
0.08
OWN_CAR_AGE
-0.07
AMT_CREDIT
0.05
AMT_ANNUITY
0.05
COMMONAREA_AVG
0.05
NONLIVINGAREA_AVG
0.04
BASEMENTAREA_AVG
0.04
EXT_SOURCE_3
-0.04
AMT_REQ_CREDIT_BUREAU_MON
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.29
ORGANIZATION_TYPE
0.12
NAME_INCOME_TYPE
0.11
FLAG_OWN_REALTY
0.10
INCOME_BAND
0.10
NAME_EDUCATION_TYPE
0.09
WALLSMATERIAL_MODE
0.09
OCCUPATION_TYPE
0.08
EMERGENCYSTATE_MODE
0.08
REG_REGION_NOT_WORK_REGION
0.08
HOUSETYPE_MODE
0.07
FLAG_DOCUMENT_6
0.07
WEEKDAY_APPR_PROCESS_START
0.06
FLAG_PHONE
0.06
MOST FREQUENT VALUES
10
37,722
12.3%
11
37,229
12.1%
12
34,233
11.1%
13
30,959
10.1%
14
27,682
9.0%
9
27,384
8.9%
15
24,839
8.1%
16
20,385
6.6%
8
15,127
4.9%
17
14,900
4.8%
7
9,131
3.0%
18
9,049
2.9%
6
5,842
1.9%
19
3,848
1.3%
5
3,638
1.2%
SMALLEST VALUES
0
40
<0.1%
1
86
<0.1%
2
305
<0.1%
3
1,230
0.4%
4
2,090
0.7%
5
3,638
1.2%
6
5,842
1.9%
7
9,131
3.0%
8
15,127
4.9%
9
27,384
8.9%
10
37,722
12.3%
11
37,229
12.1%
12
34,233
11.1%
13
30,959
10.1%
14
27,682
9.0%
LARGEST VALUES
23
41
<0.1%
22
150
<0.1%
21
405
0.1%
20
1,196
0.4%
19
3,848
1.3%
18
9,049
2.9%
17
14,900
4.8%
16
20,385
6.6%
15
24,839
8.1%
14
27,682
9.0%
13
30,959
10.1%
12
34,233
11.1%
11
37,229
12.1%
10
37,722
12.3%
9
27,384
8.9%
REG_REGION_NOT_LIVE_REGION
MISSING:
---
TOP CATEGORIES
0
302,854
98%
1
4,657
2%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_LIVE_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.17
REG_CITY_NOT_LIVE_CITY
0.09
FLAG_DOCUMENT_11
0.06
FLAG_DOCUMENT_10
0.02
REG_CITY_NOT_WORK_CITY
0.02
NAME_HOUSING_TYPE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_20
0.00
INCOME_BAND
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_LIVE_REGION:
REG_REGION_NOT_WORK_REGION
0.43
REG_CITY_NOT_LIVE_CITY
0.32
REG_CITY_NOT_WORK_CITY
0.10
ORGANIZATION_TYPE
0.04
INCOME_BAND
0.04
NAME_INCOME_TYPE
0.03
NAME_HOUSING_TYPE
0.03
FLAG_WORK_PHONE
0.02
FLAG_DOCUMENT_11
0.02
REGION_RATING_CLIENT
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_REALTY
0.01
OCCUPATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_LIVE_REGION
CORRELATION RATIO WITH...
DAYS_BIRTH
0.07
HOUR_APPR_PROCESS_START
0.05
AMT_ANNUITY
0.04
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.04
DAYS_EMPLOYED
0.04
DAYS_ID_PUBLISH
0.03
AMT_INCOME_TOTAL
0.03
DAYS_REGISTRATION
0.03
YEARS_BEGINEXPLUATATION_AVG
0.02
AMT_CREDIT
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
ENTRANCES_AVG
0.02
REG_REGION_NOT_WORK_REGION
MISSING:
---
TOP CATEGORIES
0
291,899
95%
1
15,612
5%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.43
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04
REG_CITY_NOT_LIVE_CITY
0.03
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_6
0.01
NAME_INCOME_TYPE
0.01
CODE_GENDER
0.01
ORGANIZATION_TYPE
0.01
INCOME_BAND
0.01
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_8
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_4
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_WORK_REGION:
REG_REGION_NOT_LIVE_REGION
0.17
REG_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.10
INCOME_BAND
0.07
NAME_INCOME_TYPE
0.06
REGION_RATING_CLIENT
0.05
REG_CITY_NOT_LIVE_CITY
0.04
CODE_GENDER
0.03
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_8
0.01
NAME_HOUSING_TYPE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
DAYS_BIRTH
0.10
AMT_ANNUITY
0.08
HOUR_APPR_PROCESS_START
0.08
AMT_INCOME_TOTAL
0.06
REGION_POPULATION_RELATIVE
0.06
AMT_CREDIT
0.05
DAYS_ID_PUBLISH
0.05
EXT_SOURCE_3
0.04
DAYS_REGISTRATION
0.04
DAYS_LAST_PHONE_CHANGE
0.04
DAYS_EMPLOYED
0.03
EXT_SOURCE_2
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
REG_CITY_NOT_LIVE_CITY
MISSING:
---
TOP CATEGORIES
0
283,472
92%
1
24,039
8%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_LIVE_CITY
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.32
REG_CITY_NOT_WORK_CITY
0.15
REG_REGION_NOT_WORK_REGION
0.04
FLAG_DOCUMENT_11
0.04
NAME_HOUSING_TYPE
0.02
EMERGENCYSTATE_MODE
0.02
HOUSETYPE_MODE
0.02
FLAG_DOCUMENT_10
0.02
WALLSMATERIAL_MODE
0.01
FONDKAPREMONT_MODE
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_LIVE_CITY:
REG_CITY_NOT_WORK_CITY
0.29
REG_REGION_NOT_LIVE_REGION
0.09
EMERGENCYSTATE_MODE
0.05
WALLSMATERIAL_MODE
0.05
HOUSETYPE_MODE
0.05
NAME_HOUSING_TYPE
0.04
FONDKAPREMONT_MODE
0.03
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
FLAG_OWN_REALTY
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_LIVE_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.18
YEARS_BEGINEXPLUATATION_AVG
0.16
FLOORSMAX_AVG
0.14
ENTRANCES_AVG
0.12
YEARS_BUILD_AVG
0.12
APARTMENTS_AVG
0.12
FLOORSMIN_AVG
0.10
BASEMENTAREA_AVG
0.10
LANDAREA_AVG
0.08
DAYS_ID_PUBLISH
0.08
EXT_SOURCE_3
0.06
DAYS_EMPLOYED
0.06
DAYS_REGISTRATION
0.06
COMMONAREA_AVG
0.06
REG_CITY_NOT_WORK_CITY
MISSING:
---
TOP CATEGORIES
0
236,644
77%
1
70,867
23%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
REG_CITY_NOT_LIVE_CITY
0.29
REG_REGION_NOT_WORK_REGION
0.12
REG_REGION_NOT_LIVE_REGION
0.10
FLAG_DOCUMENT_6
0.06
EMERGENCYSTATE_MODE
0.05
HOUSETYPE_MODE
0.05
NAME_INCOME_TYPE
0.05
WALLSMATERIAL_MODE
0.03
FONDKAPREMONT_MODE
0.02
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_11
0.02
FLAG_MOBIL
0.02
CODE_GENDER
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_WORK_CITY:
REG_CITY_NOT_LIVE_CITY
0.15
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.10
EMERGENCYSTATE_MODE
0.07
WALLSMATERIAL_MODE
0.07
HOUSETYPE_MODE
0.07
REG_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
FONDKAPREMONT_MODE
0.04
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.02
REG_REGION_NOT_LIVE_REGION
0.02
NAME_HOUSING_TYPE
0.01
FLAG_WORK_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
YEARS_BEGINEXPLUATATION_AVG
0.27
DAYS_BIRTH
0.24
FLOORSMAX_AVG
0.24
ENTRANCES_AVG
0.21
APARTMENTS_AVG
0.20
YEARS_BUILD_AVG
0.20
FLOORSMIN_AVG
0.17
BASEMENTAREA_AVG
0.17
LANDAREA_AVG
0.14
DAYS_REGISTRATION
0.10
DAYS_ID_PUBLISH
0.10
COMMONAREA_AVG
0.10
NONLIVINGAREA_AVG
0.08
EXT_SOURCE_2
0.08
ORGANIZATION_TYPE
MISSING:
---
TOP CATEGORIES
Business Entity Type 3
67,992
22%
XNA
55,374
18%
Self-employed
38,412
12%
Other
16,683
5%
Medicine
11,193
4%
Business Entity Type 2
10,553
3%
Government
10,404
3%
School
8,893
3%
Trade: type 7
7,831
3%
Kindergarten
6,880
2%
Construction
6,721
2%
Business Entity Type 1
5,984
2%
Transport: type 4
5,398
2%
Trade: type 3
3,492
1%
Industry: type 9
3,368
1%
Industry: type 3
3,278
1%
Security
3,247
1%
(Other)
41,808
14%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ORGANIZATION_TYPE
PROVIDES INFORMATION ON...
NAME_INCOME_TYPE
0.47
FLAG_DOCUMENT_6
0.45
FLAG_MOBIL
0.33
OCCUPATION_TYPE
0.25
FLAG_DOCUMENT_12
0.19
FLAG_DOCUMENT_17
0.15
FLAG_DOCUMENT_2
0.14
FLAG_DOCUMENT_11
0.13
REG_CITY_NOT_WORK_CITY
0.11
REG_REGION_NOT_WORK_REGION
0.10
FLAG_WORK_PHONE
0.09
CODE_GENDER
0.09
FLAG_DOCUMENT_10
0.09
FLAG_DOCUMENT_18
0.07

THESE FEATURES
GIVE INFORMATION
ON ORGANIZATION_TYPE:
OCCUPATION_TYPE
0.20
NAME_INCOME_TYPE
0.20
FLAG_DOCUMENT_6
0.05
CODE_GENDER
0.02
REG_CITY_NOT_WORK_CITY
0.02
FLAG_WORK_PHONE
0.02
INCOME_BAND
0.01
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_CAR
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_8
0.01
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.64
DAYS_EMPLOYED
0.48
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.25
DAYS_REGISTRATION
0.22
AMT_ANNUITY
0.13
FLOORSMAX_AVG
0.12
EXT_SOURCE_1
0.12
YEARS_BEGINEXPLUATATION_AVG
0.12
HOUR_APPR_PROCESS_START
0.12
OWN_CAR_AGE
0.12
REGION_POPULATION_RELATIVE
0.10
APARTMENTS_AVG
0.10
EXT_SOURCE_3
0.10
EXT_SOURCE_1
MISSING:
173,378
(56%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.60
DAYS_EMPLOYED
-0.25
EXT_SOURCE_2
0.21
EXT_SOURCE_3
0.19
DAYS_REGISTRATION
-0.18
AMT_CREDIT
0.17
CNT_CHILDREN
-0.14
DAYS_LAST_PHONE_CHANGE
-0.13
DAYS_ID_PUBLISH
-0.13
AMT_ANNUITY
0.12
REGION_POPULATION_RELATIVE
0.10
FLOORSMAX_AVG
0.09
OWN_CAR_AGE
-0.08
FLOORSMIN_AVG
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.19
NAME_EDUCATION_TYPE
0.16
CODE_GENDER
0.14
FLAG_EMAIL
0.13
ORGANIZATION_TYPE
0.12
NAME_INCOME_TYPE
0.11
INCOME_BAND
0.10
WALLSMATERIAL_MODE
0.07
EMERGENCYSTATE_MODE
0.07
FLAG_DOCUMENT_6
0.07
HOUSETYPE_MODE
0.06
TARGET
0.06
FONDKAPREMONT_MODE
0.06
NAME_FAMILY_STATUS
0.05
MOST FREQUENT VALUES
0.5810147955776347
5
<0.1%
0.5464264086050881
5
<0.1%
0.4439821179601821
5
<0.1%
0.7657236984386736
5
<0.1%
0.528197430013715
5
<0.1%
0.4990017461254777
5
<0.1%
0.6227066347478732
5
<0.1%
0.6677395635616753
5
<0.1%
0.605151661169131
5
<0.1%
0.5984686928074158
5
<0.1%
0.3563226644129184
5
<0.1%
0.4741482224444115
4
<0.1%
0.566861997217696
4
<0.1%
0.4676336529137521
4
<0.1%
0.7090615781258985
4
<0.1%
SMALLEST VALUES
0.0145681324124455
1
<0.1%
0.0146914824034173
1
<0.1%
0.0150529213041636
1
<0.1%
0.0156000805809039
1
<0.1%
0.0170946577910388
1
<0.1%
0.017176538769804
1
<0.1%
0.0173944094068708
1
<0.1%
0.0177556587547661
1
<0.1%
0.0178968048148955
1
<0.1%
0.0183335651292404
1
<0.1%
0.0183607891003762
1
<0.1%
0.0186675785946024
1
<0.1%
0.0188948194708026
1
<0.1%
0.0191913801463184
1
<0.1%
0.0192066937147142
1
<0.1%
LARGEST VALUES
0.962692770561306
1
<0.1%
0.9516239622079844
1
<0.1%
0.9476493853501726
1
<0.1%
0.946097614386872
1
<0.1%
0.946075521513652
1
<0.1%
0.9457412877832904
1
<0.1%
0.9444195426481814
1
<0.1%
0.9439822386623056
1
<0.1%
0.94325755541809
1
<0.1%
0.9426804544155304
1
<0.1%
0.9423331855373008
1
<0.1%
0.9419858745171088
1
<0.1%
0.9416521447603672
1
<0.1%
0.9416205680246796
1
<0.1%
0.9416191102499678
1
<0.1%
EXT_SOURCE_2
MISSING:
660
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_1
0.21
REGION_POPULATION_RELATIVE
0.20
DAYS_LAST_PHONE_CHANGE
-0.20
HOUR_APPR_PROCESS_START
0.16
FLOORSMAX_AVG
0.14
AMT_CREDIT
0.13
AMT_ANNUITY
0.13
FLOORSMIN_AVG
0.11
EXT_SOURCE_3
0.11
DAYS_EMPLOYED
-0.09
DAYS_BIRTH
-0.09
APARTMENTS_AVG
0.09
OWN_CAR_AGE
-0.08
AMT_INCOME_TOTAL
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.29
INCOME_BAND
0.17
TARGET
0.16
NAME_EDUCATION_TYPE
0.13
WALLSMATERIAL_MODE
0.13
EMERGENCYSTATE_MODE
0.13
HOUSETYPE_MODE
0.12
OCCUPATION_TYPE
0.12
NAME_INCOME_TYPE
0.09
REG_CITY_NOT_WORK_CITY
0.08
FONDKAPREMONT_MODE
0.07
ORGANIZATION_TYPE
0.07
FLAG_PHONE
0.06
NAME_HOUSING_TYPE
0.06
MOST FREQUENT VALUES
0.2858978721410488
721
0.2%
0.2622583692422573
417
0.1%
0.2652563401861944
343
0.1%
0.1596792335026377
322
0.1%
0.2653117484731741
306
<0.1%
0.2665197753925157
244
<0.1%
0.2631435910213423
243
<0.1%
0.162144567666238
238
<0.1%
0.1621921059592286
234
<0.1%
0.1631870354642708
184
<0.1%
0.1604053214783667
173
<0.1%
0.1915258625230554
169
<0.1%
0.2453495532540649
167
<0.1%
0.3542247319929012
149
<0.1%
0.1942664499695638
140
<0.1%
SMALLEST VALUES
8.173616518884397e-08
1
<0.1%
1.3159555812626235e-06
1
<0.1%
5.002108762101576e-06
1
<0.1%
5.600337749107766e-06
1
<0.1%
5.9396509293128426e-06
1
<0.1%
9.936476188005656e-06
1
<0.1%
1.0310782136218707e-05
1
<0.1%
1.1470169704839305e-05
1
<0.1%
1.1793951733999552e-05
1
<0.1%
1.272314380207816e-05
1
<0.1%
1.640105021391333e-05
1
<0.1%
1.6417197201545802e-05
1
<0.1%
1.6706922783228775e-05
1
<0.1%
1.6902784927872054e-05
1
<0.1%
1.9182987450393707e-05
1
<0.1%
LARGEST VALUES
0.8549996664047012
26
<0.1%
0.8217142127828599
1
<0.1%
0.8213936273692694
1
<0.1%
0.8206159442383357
1
<0.1%
0.8206095060949257
1
<0.1%
0.8204871470634915
1
<0.1%
0.8198323876839397
1
<0.1%
0.8185757450009616
1
<0.1%
0.8185562589248401
1
<0.1%
0.8184035616348176
1
<0.1%
0.8178895057950408
1
<0.1%
0.8178732197557167
1
<0.1%
0.8173677909122082
1
<0.1%
0.8173547331814108
1
<0.1%
0.8166550874148094
1
<0.1%
EXT_SOURCE_3
MISSING:
60,965
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.21
EXT_SOURCE_1
0.19
DAYS_ID_PUBLISH
-0.13
DAYS_EMPLOYED
-0.13
EXT_SOURCE_2
0.11
DAYS_REGISTRATION
-0.11
DAYS_LAST_PHONE_CHANGE
-0.08
AMT_REQ_CREDIT_BUREAU_YEAR
-0.07
AMT_CREDIT
0.04
CNT_CHILDREN
-0.04
HOUR_APPR_PROCESS_START
-0.04
AMT_ANNUITY
0.03
AMT_INCOME_TOTAL
-0.03
AMT_REQ_CREDIT_BUREAU_QRT
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
0.12
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.08
NAME_FAMILY_STATUS
0.07
OCCUPATION_TYPE
0.07
REG_CITY_NOT_WORK_CITY
0.07
REG_CITY_NOT_LIVE_CITY
0.06
NAME_HOUSING_TYPE
0.06
FLAG_DOCUMENT_6
0.04
NAME_EDUCATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.04
REG_REGION_NOT_LIVE_REGION
0.04
REGION_RATING_CLIENT
0.04
FLAG_WORK_PHONE
0.04
MOST FREQUENT VALUES
0.746300213050371
1,460
0.6%
0.7136313997323308
1,315
0.5%
0.6940926425266661
1,276
0.5%
0.6706517530862718
1,191
0.5%
0.6528965519806539
1,154
0.5%
0.5814837058057234
1,141
0.5%
0.6894791426446275
1,138
0.5%
0.5954562029091491
1,136
0.5%
0.5549467685334323
1,132
0.5%
0.6212263380626669
1,109
0.4%
0.6577838002083306
1,092
0.4%
0.6075573001388961
1,067
0.4%
0.6430255641096323
1,066
0.4%
0.4507472818545589
1,064
0.4%
0.6263042766749393
1,054
0.4%
SMALLEST VALUES
0.0005272652387098
886
0.4%
0.0113457194348374
1
<0.1%
0.0127159238587686
1
<0.1%
0.01394846558484
1
<0.1%
0.0141482655182073
1
<0.1%
0.0145563649297115
1
<0.1%
0.0160781171456365
1
<0.1%
0.0165409481550964
1
<0.1%
0.0167772513631018
2
<0.1%
0.0170168719756039
1
<0.1%
0.017506245542977
1
<0.1%
0.0181374344751957
1
<0.1%
0.0182663270292142
1
<0.1%
0.0186584216525425
1
<0.1%
0.018924392893755
1
<0.1%
LARGEST VALUES
0.8960095494948396
1
<0.1%
0.8939760746042866
2
<0.1%
0.8876642018413868
1
<0.1%
0.8854883941521002
3
<0.1%
0.8825303127941461
26
<0.1%
0.881026574983999
7
<0.1%
0.8802684803872619
38
<0.1%
0.8795062158892447
1
<0.1%
0.878739766981187
13
<0.1%
0.8771942581973663
6
<0.1%
0.8748442527210525
6
<0.1%
0.8732562552668781
2
<0.1%
0.8724558162271476
1
<0.1%
0.8716510650705064
5
<0.1%
0.8708419879591596
2
<0.1%
APARTMENTS_AVG
MISSING:
156,061
(51%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BASEMENTAREA_AVG
0.68
FLOORSMAX_AVG
0.62
ENTRANCES_AVG
0.61
COMMONAREA_AVG
0.54
LANDAREA_AVG
0.50
FLOORSMIN_AVG
0.44
YEARS_BUILD_AVG
0.34
NONLIVINGAREA_AVG
0.30
REGION_POPULATION_RELATIVE
0.21
NONLIVINGAPARTMENTS_AVG
0.19
YEARS_BEGINEXPLUATATION_AVG
0.10
EXT_SOURCE_2
0.09
HOUR_APPR_PROCESS_START
0.08
AMT_ANNUITY
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.66
HOUSETYPE_MODE
0.60
EMERGENCYSTATE_MODE
0.58
FONDKAPREMONT_MODE
0.47
REGION_RATING_CLIENT
0.22
REG_CITY_NOT_WORK_CITY
0.20
INCOME_BAND
0.14
NAME_EDUCATION_TYPE
0.12
REG_CITY_NOT_LIVE_CITY
0.12
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.08
OCCUPATION_TYPE
0.08
FLAG_PHONE
0.07
NAME_FAMILY_STATUS
0.05
MOST FREQUENT VALUES
0.0825
6,663
4.4%
0.0619
6,332
4.2%
0.0928
4,404
2.9%
0.0722
3,986
2.6%
0.0082
3,507
2.3%
0.0165
3,027
2.0%
0.1031
2,892
1.9%
0.1485
2,769
1.8%
0.0124
2,721
1.8%
0.0742
2,231
1.5%
0.1237
2,212
1.5%
0.1113
1,880
1.2%
0.0186
1,844
1.2%
0.0247
1,779
1.2%
0.066
1,708
1.1%
SMALLEST VALUES
0.0
751
0.5%
0.001
197
0.1%
0.0014
1
<0.1%
0.0015
6
<0.1%
0.0017
1
<0.1%
0.0021
792
0.5%
0.0024
3
<0.1%
0.0026
12
<0.1%
0.0027
2
<0.1%
0.0031
378
0.2%
0.0033
1
<0.1%
0.0034
2
<0.1%
0.0036
11
<0.1%
0.0038
6
<0.1%
0.0041
942
0.6%
LARGEST VALUES
1.0
147
<0.1%
0.9907
2
<0.1%
0.9897
1
<0.1%
0.9876
7
<0.1%
0.9814
9
<0.1%
0.9804
1
<0.1%
0.9763
1
<0.1%
0.9701
1
<0.1%
0.967
1
<0.1%
0.966
1
<0.1%
0.9649
1
<0.1%
0.9562
3
<0.1%
0.9557
10
<0.1%
0.9485
3
<0.1%
0.9443
1
<0.1%
BASEMENTAREA_AVG
MISSING:
179,943
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
APARTMENTS_AVG
0.68
ENTRANCES_AVG
0.65
LANDAREA_AVG
0.47
COMMONAREA_AVG
0.41
FLOORSMAX_AVG
0.33
NONLIVINGAREA_AVG
0.27
YEARS_BUILD_AVG
0.25
FLOORSMIN_AVG
0.22
REGION_POPULATION_RELATIVE
0.10
NONLIVINGAPARTMENTS_AVG
0.10
YEARS_BEGINEXPLUATATION_AVG
0.09
EXT_SOURCE_2
0.05
AMT_ANNUITY
0.04
HOUR_APPR_PROCESS_START
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.59
HOUSETYPE_MODE
0.53
EMERGENCYSTATE_MODE
0.51
FONDKAPREMONT_MODE
0.48
REG_CITY_NOT_WORK_CITY
0.17
REGION_RATING_CLIENT
0.16
INCOME_BAND
0.11
REG_CITY_NOT_LIVE_CITY
0.10
NAME_EDUCATION_TYPE
0.09
ORGANIZATION_TYPE
0.08
OCCUPATION_TYPE
0.06
FLAG_PHONE
0.06
NAME_INCOME_TYPE
0.05
FLAG_DOCUMENT_3
0.04
MOST FREQUENT VALUES
0.0
14,745
11.6%
0.0818
251
0.2%
0.0545
251
0.2%
0.0727
248
0.2%
0.1091
246
0.2%
0.0796
245
0.2%
0.08
239
0.2%
0.0805
230
0.2%
0.0764
220
0.2%
0.0793
211
0.2%
0.0797
205
0.2%
0.0655
203
0.2%
0.0809
202
0.2%
0.0636
201
0.2%
0.1
197
0.2%
SMALLEST VALUES
0.0
14,745
11.6%
0.0001
99
<0.1%
0.0002
38
<0.1%
0.0003
8
<0.1%
0.0004
33
<0.1%
0.0005
47
<0.1%
0.0006
10
<0.1%
0.0007
17
<0.1%
0.0008
23
<0.1%
0.0009
41
<0.1%
0.001
27
<0.1%
0.0011
47
<0.1%
0.0012
15
<0.1%
0.0013
28
<0.1%
0.0014
44
<0.1%
LARGEST VALUES
1.0
130
0.1%
0.9945
1
<0.1%
0.9694
2
<0.1%
0.9682
1
<0.1%
0.9677
1
<0.1%
0.9636
3
<0.1%
0.9484
2
<0.1%
0.9431
4
<0.1%
0.9397
7
<0.1%
0.923
1
<0.1%
0.919
1
<0.1%
0.9169
3
<0.1%
0.9132
1
<0.1%
0.9125
1
<0.1%
0.9098
3
<0.1%
YEARS_BEGINEXPLUATATION_AVG
MISSING:
150,007
(49%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YEARS_BUILD_AVG
0.48
FLOORSMIN_AVG
0.17
FLOORSMAX_AVG
0.13
APARTMENTS_AVG
0.10
COMMONAREA_AVG
0.09
BASEMENTAREA_AVG
0.09
LANDAREA_AVG
0.07
ENTRANCES_AVG
0.04
NONLIVINGAPARTMENTS_AVG
0.03
AMT_ANNUITY
0.01
DAYS_REGISTRATION
0.01
HOUR_APPR_PROCESS_START
-0.01
NONLIVINGAREA_AVG
0.01
EXT_SOURCE_2
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
EMERGENCYSTATE_MODE
0.97
HOUSETYPE_MODE
0.96
WALLSMATERIAL_MODE
0.95
FONDKAPREMONT_MODE
0.66
REG_CITY_NOT_WORK_CITY
0.27
REGION_RATING_CLIENT
0.17
REG_CITY_NOT_LIVE_CITY
0.16
INCOME_BAND
0.14
NAME_EDUCATION_TYPE
0.12
ORGANIZATION_TYPE
0.12
OCCUPATION_TYPE
0.08
NAME_HOUSING_TYPE
0.08
NAME_FAMILY_STATUS
0.08
NAME_INCOME_TYPE
0.07
MOST FREQUENT VALUES
0.9871
4,311
2.7%
0.9856
4,189
2.7%
0.9861
4,171
2.6%
0.9801
4,123
2.6%
0.9866
4,114
2.6%
0.9806
4,096
2.6%
0.9851
4,096
2.6%
0.9811
3,986
2.5%
0.9816
3,982
2.5%
0.9831
3,970
2.5%
0.9876
3,942
2.5%
0.9796
3,933
2.5%
0.9841
3,881
2.5%
0.9821
3,872
2.5%
0.9846
3,856
2.4%
SMALLEST VALUES
0.0
514
0.3%
0.0179
1
<0.1%
0.0447
1
<0.1%
0.0969
1
<0.1%
0.0974
1
<0.1%
0.0979
1
<0.1%
0.1942
2
<0.1%
0.1987
3
<0.1%
0.2156
1
<0.1%
0.229
1
<0.1%
0.238
1
<0.1%
0.2434
2
<0.1%
0.3164
1
<0.1%
0.3169
2
<0.1%
0.3224
4
<0.1%
LARGEST VALUES
1.0
186
0.1%
0.9995
691
0.4%
0.999
906
0.6%
0.9985
1,062
0.7%
0.998
1,096
0.7%
0.9975
1,074
0.7%
0.997
1,110
0.7%
0.9965
902
0.6%
0.996
853
0.5%
0.9955
762
0.5%
0.995
696
0.4%
0.9945
719
0.5%
0.994
648
0.4%
0.9935
709
0.5%
0.993
754
0.5%
YEARS_BUILD_AVG
MISSING:
204,488
(66%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLOORSMAX_AVG
0.52
YEARS_BEGINEXPLUATATION_AVG
0.48
FLOORSMIN_AVG
0.36
APARTMENTS_AVG
0.34
BASEMENTAREA_AVG
0.25
COMMONAREA_AVG
0.23
LANDAREA_AVG
0.18
DAYS_REGISTRATION
0.16
NONLIVINGAREA_AVG
0.13
ENTRANCES_AVG
0.09
NONLIVINGAPARTMENTS_AVG
0.07
REGION_POPULATION_RELATIVE
-0.06
OWN_CAR_AGE
-0.05
AMT_INCOME_TOTAL
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FONDKAPREMONT_MODE
0.92
WALLSMATERIAL_MODE
0.71
HOUSETYPE_MODE
0.70
EMERGENCYSTATE_MODE
0.67
REG_CITY_NOT_WORK_CITY
0.20
REGION_RATING_CLIENT
0.14
REG_CITY_NOT_LIVE_CITY
0.12
INCOME_BAND
0.11
NAME_EDUCATION_TYPE
0.10
ORGANIZATION_TYPE
0.09
OCCUPATION_TYPE
0.06
NAME_INCOME_TYPE
0.05
NAME_HOUSING_TYPE
0.05
NAME_FAMILY_STATUS
0.05
MOST FREQUENT VALUES
0.8232
2,999
2.9%
0.8164
2,864
2.8%
0.8028
2,848
2.8%
0.728
2,802
2.7%
0.7348
2,761
2.7%
0.8096
2,755
2.7%
0.83
2,738
2.7%
0.7959999999999999
2,734
2.7%
0.7484
2,731
2.7%
0.7688
2,712
2.6%
0.7416
2,681
2.6%
0.7892
2,629
2.6%
0.7552
2,618
2.5%
0.7144
2,604
2.5%
0.7756
2,598
2.5%
SMALLEST VALUES
0.0
102
<0.1%
0.0004
2
<0.1%
0.0072
4
<0.1%
0.014
3
<0.1%
0.0208
1
<0.1%
0.0276
1
<0.1%
0.0344
3
<0.1%
0.0412
4
<0.1%
0.048
3
<0.1%
0.0548
2
<0.1%
0.0616
2
<0.1%
0.0684
4
<0.1%
0.0752
6
<0.1%
0.0819999999999999
8
<0.1%
0.0888
8
<0.1%
LARGEST VALUES
1.0
173
0.2%
0.9932
478
0.5%
0.9864
661
0.6%
0.9796
786
0.8%
0.9728
813
0.8%
0.966
748
0.7%
0.9592
822
0.8%
0.9524
705
0.7%
0.9456
607
0.6%
0.9388
530
0.5%
0.932
434
0.4%
0.9252
438
0.4%
0.9184
375
0.4%
0.9116
424
0.4%
0.9048
426
0.4%
COMMONAREA_AVG
MISSING:
214,865
(70%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
APARTMENTS_AVG
0.54
BASEMENTAREA_AVG
0.41
FLOORSMAX_AVG
0.40
ENTRANCES_AVG
0.33
FLOORSMIN_AVG
0.30
LANDAREA_AVG
0.26
YEARS_BUILD_AVG
0.23
NONLIVINGAREA_AVG
0.23
REGION_POPULATION_RELATIVE
0.16
NONLIVINGAPARTMENTS_AVG
0.11
YEARS_BEGINEXPLUATATION_AVG
0.09
AMT_INCOME_TOTAL
0.09
AMT_ANNUITY
0.06
EXT_SOURCE_2
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FONDKAPREMONT_MODE
0.40
WALLSMATERIAL_MODE
0.34
HOUSETYPE_MODE
0.29
EMERGENCYSTATE_MODE
0.28
REGION_RATING_CLIENT
0.15
REG_CITY_NOT_WORK_CITY
0.10
INCOME_BAND
0.09
NAME_EDUCATION_TYPE
0.07
ORGANIZATION_TYPE
0.06
REG_CITY_NOT_LIVE_CITY
0.06
NAME_INCOME_TYPE
0.04
OCCUPATION_TYPE
0.04
FLAG_PHONE
0.04
FLAG_DOCUMENT_8
0.04
MOST FREQUENT VALUES
0.0
8,442
9.1%
0.0079
544
0.6%
0.0078
475
0.5%
0.008
446
0.5%
0.0077
414
0.4%
0.0086
365
0.4%
0.0014
345
0.4%
0.0069999999999999
343
0.4%
0.0013
317
0.3%
0.0069
314
0.3%
0.0113
302
0.3%
0.0087
293
0.3%
0.0015
292
0.3%
0.0085
289
0.3%
0.0012
287
0.3%
SMALLEST VALUES
0.0
8,442
9.1%
0.0001
45
<0.1%
0.0002
67
<0.1%
0.0003
84
<0.1%
0.0004
62
<0.1%
0.0005
82
<0.1%
0.0006
170
0.2%
0.0007
192
0.2%
0.0008
146
0.2%
0.0009
180
0.2%
0.001
217
0.2%
0.0011
213
0.2%
0.0012
287
0.3%
0.0013
317
0.3%
0.0014
345
0.4%
LARGEST VALUES
1.0
92
<0.1%
0.9937
2
<0.1%
0.9906
2
<0.1%
0.9833
1
<0.1%
0.9601
1
<0.1%
0.9552
1
<0.1%
0.9505
3
<0.1%
0.9322
1
<0.1%
0.9277
3
<0.1%
0.8855
1
<0.1%
0.8851
1
<0.1%
0.8821
1
<0.1%
0.8808
4
<0.1%
0.877
1
<0.1%
0.8738
1
<0.1%
ENTRANCES_AVG
MISSING:
154,828
(50%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BASEMENTAREA_AVG
0.65
APARTMENTS_AVG
0.61
LANDAREA_AVG
0.51
COMMONAREA_AVG
0.33
NONLIVINGAREA_AVG
0.17
YEARS_BUILD_AVG
0.09
FLOORSMAX_AVG
0.09
DAYS_REGISTRATION
-0.06
NONLIVINGAPARTMENTS_AVG
0.06
YEARS_BEGINEXPLUATATION_AVG
0.04
REGION_POPULATION_RELATIVE
0.04
FLOORSMIN_AVG
0.04
EXT_SOURCE_2
0.03
EXT_SOURCE_1
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.73
HOUSETYPE_MODE
0.71
EMERGENCYSTATE_MODE
0.69
FONDKAPREMONT_MODE
0.52
REG_CITY_NOT_WORK_CITY
0.21
REGION_RATING_CLIENT
0.14
REG_CITY_NOT_LIVE_CITY
0.12
INCOME_BAND
0.11
NAME_EDUCATION_TYPE
0.10
ORGANIZATION_TYPE
0.10
FLAG_PHONE
0.07
OCCUPATION_TYPE
0.07
NAME_INCOME_TYPE
0.06
NAME_FAMILY_STATUS
0.05
MOST FREQUENT VALUES
0.1379
34,007
22.3%
0.069
22,956
15.0%
0.1034
19,533
12.8%
0.2069
19,062
12.5%
0.0345
15,380
10.1%
0.1724
9,185
6.0%
0.2759
7,895
5.2%
0.2414
4,165
2.7%
0.3448
2,066
1.4%
0.3103
2,049
1.3%
0.0862
1,250
0.8%
0.4138
1,195
0.8%
0.1207
1,144
0.7%
0.3793
1,009
0.7%
0.1552
806
0.5%
SMALLEST VALUES
0.0
323
0.2%
0.0055
1
<0.1%
0.0086
2
<0.1%
0.0114
1
<0.1%
0.0172
7
<0.1%
0.0276
1
<0.1%
0.0321
3
<0.1%
0.0345
15,380
10.1%
0.0355
1
<0.1%
0.0369
1
<0.1%
0.0372
2
<0.1%
0.0383
3
<0.1%
0.0393
1
<0.1%
0.04
1
<0.1%
0.0407
7
<0.1%
LARGEST VALUES
1.0
153
0.1%
0.9655
25
<0.1%
0.931
21
<0.1%
0.8966
52
<0.1%
0.8621
14
<0.1%
0.8276
42
<0.1%
0.7931
39
<0.1%
0.7586
48
<0.1%
0.7241
44
<0.1%
0.6897
116
<0.1%
0.6552
68
<0.1%
0.6207
241
0.2%
0.5862
187
0.1%
0.569
4
<0.1%
0.5517
352
0.2%
FLOORSMAX_AVG
MISSING:
153,020
(50%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLOORSMIN_AVG
0.74
APARTMENTS_AVG
0.62
YEARS_BUILD_AVG
0.52
COMMONAREA_AVG
0.40
BASEMENTAREA_AVG
0.33
REGION_POPULATION_RELATIVE
0.32
NONLIVINGAREA_AVG
0.25
LANDAREA_AVG
0.22
EXT_SOURCE_2
0.14
AMT_ANNUITY
0.13
YEARS_BEGINEXPLUATATION_AVG
0.13
HOUR_APPR_PROCESS_START
0.12
NONLIVINGAPARTMENTS_AVG
0.11
AMT_CREDIT
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.78
HOUSETYPE_MODE
0.73
EMERGENCYSTATE_MODE
0.71
FONDKAPREMONT_MODE
0.56
REGION_RATING_CLIENT
0.28
REG_CITY_NOT_WORK_CITY
0.24
INCOME_BAND
0.19
NAME_EDUCATION_TYPE
0.16
REG_CITY_NOT_LIVE_CITY
0.14
ORGANIZATION_TYPE
0.12
NAME_INCOME_TYPE
0.11
OCCUPATION_TYPE
0.10
FLAG_PHONE
0.08
FLAG_DOCUMENT_3
0.06
MOST FREQUENT VALUES
0.1667
61,875
40.1%
0.3333
31,909
20.7%
0.0417
14,600
9.5%
0.375
7,926
5.1%
0.125
6,974
4.5%
0.0833
6,586
4.3%
0.0
2,938
1.9%
0.4583
2,828
1.8%
0.625
1,915
1.2%
0.5417
1,685
1.1%
0.2083
1,673
1.1%
0.25
1,624
1.1%
0.6667
1,497
1.0%
0.2917
664
0.4%
0.1042
461
0.3%
SMALLEST VALUES
0.0
2,938
1.9%
0.0067
1
<0.1%
0.0083
3
<0.1%
0.01
4
<0.1%
0.0104
5
<0.1%
0.0117
1
<0.1%
0.0138
20
<0.1%
0.015
2
<0.1%
0.0154
1
<0.1%
0.0167
2
<0.1%
0.0175
1
<0.1%
0.0208
125
<0.1%
0.0275
23
<0.1%
0.0283
1
<0.1%
0.0312
12
<0.1%
LARGEST VALUES
1.0
167
0.1%
0.9792
1
<0.1%
0.9583
83
<0.1%
0.9479
2
<0.1%
0.9375
4
<0.1%
0.9304
2
<0.1%
0.9167
30
<0.1%
0.9
3
<0.1%
0.8992
2
<0.1%
0.8958
4
<0.1%
0.8888
1
<0.1%
0.875
208
0.1%
0.8608
2
<0.1%
0.8542
3
<0.1%
0.8471
1
<0.1%
FLOORSMIN_AVG
MISSING:
208,642
(68%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLOORSMAX_AVG
0.74
APARTMENTS_AVG
0.44
YEARS_BUILD_AVG
0.36
COMMONAREA_AVG
0.30
REGION_POPULATION_RELATIVE
0.29
BASEMENTAREA_AVG
0.22
YEARS_BEGINEXPLUATATION_AVG
0.17
NONLIVINGAREA_AVG
0.15
LANDAREA_AVG
0.15
AMT_INCOME_TOTAL
0.14
HOUR_APPR_PROCESS_START
0.12
EXT_SOURCE_2
0.11
AMT_ANNUITY
0.10
AMT_CREDIT
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FONDKAPREMONT_MODE
0.71
WALLSMATERIAL_MODE
0.57
HOUSETYPE_MODE
0.53
EMERGENCYSTATE_MODE
0.50
REGION_RATING_CLIENT
0.23
REG_CITY_NOT_WORK_CITY
0.17
INCOME_BAND
0.14
NAME_EDUCATION_TYPE
0.11
REG_CITY_NOT_LIVE_CITY
0.10
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
OCCUPATION_TYPE
0.07
FLAG_PHONE
0.06
FLAG_DOCUMENT_3
0.05
MOST FREQUENT VALUES
0.2083
32,875
33.3%
0.375
17,845
18.0%
0.0417
17,776
18.0%
0.0833
5,086
5.1%
0.4167
3,961
4.0%
0.1667
3,537
3.6%
0.125
3,336
3.4%
0.0
2,320
2.3%
0.5
1,688
1.7%
0.6667
1,194
1.2%
0.7083
1,007
1.0%
0.5833
984
1.0%
0.25
841
0.9%
0.2917
833
0.8%
0.3333
382
0.4%
SMALLEST VALUES
0.0
2,320
2.3%
0.0067
3
<0.1%
0.0104
3
<0.1%
0.0138
1
<0.1%
0.0158
4
<0.1%
0.0208
48
<0.1%
0.025
4
<0.1%
0.0275
8
<0.1%
0.0312
12
<0.1%
0.0417
17,776
18.0%
0.0458
1
<0.1%
0.0479
1
<0.1%
0.0533
12
<0.1%
0.0554
17
<0.1%
0.0583
1
<0.1%
LARGEST VALUES
1.0
141
0.1%
0.9792
5
<0.1%
0.9583
10
<0.1%
0.9408
2
<0.1%
0.9304
1
<0.1%
0.9167
122
0.1%
0.9025
1
<0.1%
0.8917
3
<0.1%
0.875
19
<0.1%
0.8608
3
<0.1%
0.8542
3
<0.1%
0.8471
1
<0.1%
0.8333
28
<0.1%
0.8229
3
<0.1%
0.8192
1
<0.1%
LANDAREA_AVG
MISSING:
182,590
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ENTRANCES_AVG
0.51
APARTMENTS_AVG
0.50
BASEMENTAREA_AVG
0.47
COMMONAREA_AVG
0.26
FLOORSMAX_AVG
0.22
YEARS_BUILD_AVG
0.18
NONLIVINGAREA_AVG
0.16
FLOORSMIN_AVG
0.15
YEARS_BEGINEXPLUATATION_AVG
0.07
NONLIVINGAPARTMENTS_AVG
0.07
REGION_POPULATION_RELATIVE
-0.05
EXT_SOURCE_2
0.02
OWN_CAR_AGE
-0.02
AMT_REQ_CREDIT_BUREAU_MON
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.48
HOUSETYPE_MODE
0.44
EMERGENCYSTATE_MODE
0.42
FONDKAPREMONT_MODE
0.38
REG_CITY_NOT_WORK_CITY
0.14
REG_CITY_NOT_LIVE_CITY
0.08
ORGANIZATION_TYPE
0.07
NAME_EDUCATION_TYPE
0.06
INCOME_BAND
0.06
OCCUPATION_TYPE
0.04
FLAG_PHONE
0.03
NAME_FAMILY_STATUS
0.03
REGION_RATING_CLIENT
0.03
FLAG_WORK_PHONE
0.03
MOST FREQUENT VALUES
0.0
15,600
12.5%
0.0631
189
0.2%
0.0316
187
0.1%
0.0473
186
0.1%
0.0174
180
0.1%
0.0237
175
0.1%
0.0552
173
0.1%
0.0158
170
0.1%
0.0331
170
0.1%
0.0189
165
0.1%
0.0139
165
0.1%
0.0789
165
0.1%
0.015
165
0.1%
0.0142
164
0.1%
0.0153
162
0.1%
SMALLEST VALUES
0.0
15,600
12.5%
0.0001
13
<0.1%
0.0002
13
<0.1%
0.0003
9
<0.1%
0.0004
11
<0.1%
0.0005
8
<0.1%
0.0006
18
<0.1%
0.0007
14
<0.1%
0.0008
20
<0.1%
0.0009
27
<0.1%
0.001
7
<0.1%
0.0011
15
<0.1%
0.0012
24
<0.1%
0.0013
36
<0.1%
0.0014
14
<0.1%
LARGEST VALUES
1.0
135
0.1%
0.9829
10
<0.1%
0.9777
3
<0.1%
0.969
1
<0.1%
0.9497
1
<0.1%
0.9374
3
<0.1%
0.9283
1
<0.1%
0.913
9
<0.1%
0.8947
3
<0.1%
0.894
7
<0.1%
0.8873
2
<0.1%
0.8698
9
<0.1%
0.8692
2
<0.1%
0.8638
4
<0.1%
0.8569
2
<0.1%
NONLIVINGAPARTMENTS_AVG
MISSING:
213,514
(69%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
NONLIVINGAREA_AVG
0.22
APARTMENTS_AVG
0.19
FLOORSMAX_AVG
0.11
COMMONAREA_AVG
0.11
BASEMENTAREA_AVG
0.10
FLOORSMIN_AVG
0.08
YEARS_BUILD_AVG
0.07
LANDAREA_AVG
0.07
ENTRANCES_AVG
0.06
YEARS_BEGINEXPLUATATION_AVG
0.03
DAYS_REGISTRATION
0.03
AMT_INCOME_TOTAL
0.03
OWN_CAR_AGE
-0.02
REGION_POPULATION_RELATIVE
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FONDKAPREMONT_MODE
0.14
WALLSMATERIAL_MODE
0.13
HOUSETYPE_MODE
0.10
EMERGENCYSTATE_MODE
0.10
REGION_RATING_CLIENT
0.04
REG_CITY_NOT_WORK_CITY
0.03
INCOME_BAND
0.03
NAME_EDUCATION_TYPE
0.03
ORGANIZATION_TYPE
0.02
OCCUPATION_TYPE
0.02
REG_CITY_NOT_LIVE_CITY
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_3
0.01
MOST FREQUENT VALUES
0.0
54,549
58.0%
0.0039
13,606
14.5%
0.0077
6,351
6.8%
0.0116
3,714
4.0%
0.0154
2,533
2.7%
0.0193
1,673
1.8%
0.0019
1,250
1.3%
0.0232
1,195
1.3%
0.027
865
0.9%
0.0309
717
0.8%
0.0347
526
0.6%
0.0386
495
0.5%
0.0058
493
0.5%
0.0013
352
0.4%
0.0425
311
0.3%
SMALLEST VALUES
0.0
54,549
58.0%
0.0002
1
<0.1%
0.0003
5
<0.1%
0.0004
25
<0.1%
0.0005
6
<0.1%
0.0006
41
<0.1%
0.0007
1
<0.1%
0.0008
62
<0.1%
0.0009
2
<0.1%
0.001
150
0.2%
0.0011
19
<0.1%
0.0012
5
<0.1%
0.0013
352
0.4%
0.0014
8
<0.1%
0.0015
55
<0.1%
LARGEST VALUES
1.0
97
0.1%
0.9961
2
<0.1%
0.9923
4
<0.1%
0.9884
1
<0.1%
0.973
3
<0.1%
0.9575
2
<0.1%
0.9556
3
<0.1%
0.9459
2
<0.1%
0.9344
3
<0.1%
0.9266
7
<0.1%
0.9112
2
<0.1%
0.888
1
<0.1%
0.8842
1
<0.1%
0.8803
1
<0.1%
0.8687
2
<0.1%
NONLIVINGAREA_AVG
MISSING:
169,682
(55%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
APARTMENTS_AVG
0.30
BASEMENTAREA_AVG
0.27
FLOORSMAX_AVG
0.25
COMMONAREA_AVG
0.23
NONLIVINGAPARTMENTS_AVG
0.22
ENTRANCES_AVG
0.17
LANDAREA_AVG
0.16
FLOORSMIN_AVG
0.15
YEARS_BUILD_AVG
0.13
REGION_POPULATION_RELATIVE
0.07
AMT_INCOME_TOTAL
0.07
AMT_ANNUITY
0.05
DAYS_REGISTRATION
0.05
EXT_SOURCE_2
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
0.30
HOUSETYPE_MODE
0.26
EMERGENCYSTATE_MODE
0.25
FONDKAPREMONT_MODE
0.18
REGION_RATING_CLIENT
0.11
INCOME_BAND
0.08
REG_CITY_NOT_WORK_CITY
0.08
NAME_EDUCATION_TYPE
0.08
ORGANIZATION_TYPE
0.05
OCCUPATION_TYPE
0.05
REG_CITY_NOT_LIVE_CITY
0.05
NAME_INCOME_TYPE
0.04
FLAG_PHONE
0.03
FLAG_DOCUMENT_3
0.03
MOST FREQUENT VALUES
0.0
58,735
42.6%
0.0012
546
0.4%
0.0044
454
0.3%
0.0022
440
0.3%
0.0031
415
0.3%
0.001
405
0.3%
0.0011
405
0.3%
0.0036
399
0.3%
0.003
397
0.3%
0.0024
395
0.3%
0.0043
393
0.3%
0.0052
386
0.3%
0.0037
373
0.3%
0.0042
372
0.3%
0.0029
369
0.3%
SMALLEST VALUES
0.0
58,735
42.6%
0.0001
163
0.1%
0.0002
107
<0.1%
0.0003
95
<0.1%
0.0004
162
0.1%
0.0005
205
0.1%
0.0006
260
0.2%
0.0007
212
0.2%
0.0008
212
0.2%
0.0009
311
0.2%
0.001
405
0.3%
0.0011
405
0.3%
0.0012
546
0.4%
0.0013
330
0.2%
0.0014
302
0.2%
LARGEST VALUES
1.0
136
<0.1%
0.9956
1
<0.1%
0.9823
1
<0.1%
0.9764
1
<0.1%
0.9591
2
<0.1%
0.9588
1
<0.1%
0.9558
5
<0.1%
0.9556
3
<0.1%
0.9402
2
<0.1%
0.9331
1
<0.1%
0.9306
1
<0.1%
0.9295
5
<0.1%
0.9212
1
<0.1%
0.9099
1
<0.1%
0.8826
1
<0.1%
FONDKAPREMONT_MODE
MISSING:
210,295
(68%)
TOP CATEGORIES
reg oper account
73,830
76%
reg oper spec account
12,080
12%
not specified
5,687
6%
org spec account
5,619
6%
ALL
97,216
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FONDKAPREMONT_MODE
PROVIDES INFORMATION ON...
HOUSETYPE_MODE
0.39
EMERGENCYSTATE_MODE
0.37
WALLSMATERIAL_MODE
0.23
FLAG_DOCUMENT_12
0.12
REG_CITY_NOT_WORK_CITY
0.04
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_10
0.02
FLAG_DOCUMENT_2
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_7
0.01
FLAG_DOCUMENT_20
0.01

THESE FEATURES
GIVE INFORMATION
ON FONDKAPREMONT_MODE:
WALLSMATERIAL_MODE
0.34
HOUSETYPE_MODE
0.33
EMERGENCYSTATE_MODE
0.31
REG_CITY_NOT_WORK_CITY
0.02
REGION_RATING_CLIENT
0.01
REG_CITY_NOT_LIVE_CITY
0.01
INCOME_BAND
0.01
ORGANIZATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_HOUSING_TYPE
0.00
NAME_INCOME_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_WORK_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FONDKAPREMONT_MODE
CORRELATION RATIO WITH...
YEARS_BUILD_AVG
0.92
FLOORSMIN_AVG
0.71
YEARS_BEGINEXPLUATATION_AVG
0.66
FLOORSMAX_AVG
0.56
ENTRANCES_AVG
0.52
BASEMENTAREA_AVG
0.48
APARTMENTS_AVG
0.47
COMMONAREA_AVG
0.40
LANDAREA_AVG
0.38
NONLIVINGAREA_AVG
0.18
NONLIVINGAPARTMENTS_AVG
0.14
REGION_POPULATION_RELATIVE
0.12
EXT_SOURCE_2
0.07
EXT_SOURCE_1
0.06
HOUSETYPE_MODE
MISSING:
154,297
(50%)
TOP CATEGORIES
block of flats
150,503
98%
specific housing
1,499
<1%
terraced house
1,212
<1%
ALL
153,214
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HOUSETYPE_MODE
PROVIDES INFORMATION ON...
EMERGENCYSTATE_MODE
0.80
WALLSMATERIAL_MODE
0.47
FONDKAPREMONT_MODE
0.33
REG_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_12
0.06
FLAG_MOBIL
0.05
REG_CITY_NOT_LIVE_CITY
0.05
REGION_RATING_CLIENT
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_10
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_17
0.01
NAME_HOUSING_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON HOUSETYPE_MODE:
WALLSMATERIAL_MODE
0.80
EMERGENCYSTATE_MODE
0.79
FONDKAPREMONT_MODE
0.39
REG_CITY_NOT_WORK_CITY
0.05
REGION_RATING_CLIENT
0.02
REG_CITY_NOT_LIVE_CITY
0.02
INCOME_BAND
0.01
ORGANIZATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
OCCUPATION_TYPE
0.00
NAME_HOUSING_TYPE
0.00
NAME_FAMILY_STATUS
0.00
NAME_INCOME_TYPE
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HOUSETYPE_MODE
CORRELATION RATIO WITH...
YEARS_BEGINEXPLUATATION_AVG
0.96
FLOORSMAX_AVG
0.73
ENTRANCES_AVG
0.71
YEARS_BUILD_AVG
0.70
APARTMENTS_AVG
0.60
BASEMENTAREA_AVG
0.53
FLOORSMIN_AVG
0.53
LANDAREA_AVG
0.44
COMMONAREA_AVG
0.29
NONLIVINGAREA_AVG
0.26
EXT_SOURCE_2
0.12
REGION_POPULATION_RELATIVE
0.11
NONLIVINGAPARTMENTS_AVG
0.10
DAYS_REGISTRATION
0.07
WALLSMATERIAL_MODE
MISSING:
156,341
(51%)
TOP CATEGORIES
Panel
66,040
44%
Stone, brick
64,815
43%
Block
9,253
6%
Wooden
5,362
4%
Mixed
2,296
2%
Monolithic
1,779
1%
Others
1,625
1%
ALL
151,170
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
WALLSMATERIAL_MODE
PROVIDES INFORMATION ON...
HOUSETYPE_MODE
0.80
EMERGENCYSTATE_MODE
0.79
FONDKAPREMONT_MODE
0.34
FLAG_MOBIL
0.11
FLAG_DOCUMENT_12
0.07
REG_CITY_NOT_WORK_CITY
0.07
REG_CITY_NOT_LIVE_CITY
0.05
REGION_RATING_CLIENT
0.02
FLAG_DOCUMENT_10
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_2
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_4
0.01

THESE FEATURES
GIVE INFORMATION
ON WALLSMATERIAL_MODE:
HOUSETYPE_MODE
0.47
EMERGENCYSTATE_MODE
0.45
FONDKAPREMONT_MODE
0.23
REG_CITY_NOT_WORK_CITY
0.03
REGION_RATING_CLIENT
0.01
REG_CITY_NOT_LIVE_CITY
0.01
INCOME_BAND
0.01
ORGANIZATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
NAME_HOUSING_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WALLSMATERIAL_MODE
CORRELATION RATIO WITH...
YEARS_BEGINEXPLUATATION_AVG
0.95
FLOORSMAX_AVG
0.78
ENTRANCES_AVG
0.73
YEARS_BUILD_AVG
0.71
APARTMENTS_AVG
0.66
BASEMENTAREA_AVG
0.59
FLOORSMIN_AVG
0.57
LANDAREA_AVG
0.48
COMMONAREA_AVG
0.34
NONLIVINGAREA_AVG
0.30
REGION_POPULATION_RELATIVE
0.16
NONLIVINGAPARTMENTS_AVG
0.13
EXT_SOURCE_2
0.13
DAYS_REGISTRATION
0.10
EMERGENCYSTATE_MODE
MISSING:
145,755
(47%)
TOP CATEGORIES
No
159,428
99%
Yes
2,328
1%
ALL
161,756
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
EMERGENCYSTATE_MODE
PROVIDES INFORMATION ON...
HOUSETYPE_MODE
0.79
WALLSMATERIAL_MODE
0.45
FONDKAPREMONT_MODE
0.31
REG_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_12
0.05
REG_CITY_NOT_LIVE_CITY
0.05
FLAG_MOBIL
0.05
REGION_RATING_CLIENT
0.02
FLAG_DOCUMENT_2
0.02
FLAG_DOCUMENT_14
0.02
NAME_EDUCATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_13
0.01

THESE FEATURES
GIVE INFORMATION
ON EMERGENCYSTATE_MODE:
HOUSETYPE_MODE
0.80
WALLSMATERIAL_MODE
0.79
FONDKAPREMONT_MODE
0.37
REG_CITY_NOT_WORK_CITY
0.05
REGION_RATING_CLIENT
0.02
REG_CITY_NOT_LIVE_CITY
0.02
INCOME_BAND
0.01
NAME_EDUCATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
OCCUPATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
NAME_INCOME_TYPE
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
EMERGENCYSTATE_MODE
CORRELATION RATIO WITH...
YEARS_BEGINEXPLUATATION_AVG
0.97
FLOORSMAX_AVG
0.71
ENTRANCES_AVG
0.69
YEARS_BUILD_AVG
0.67
APARTMENTS_AVG
0.58
BASEMENTAREA_AVG
0.51
FLOORSMIN_AVG
0.50
LANDAREA_AVG
0.42
COMMONAREA_AVG
0.28
NONLIVINGAREA_AVG
0.25
EXT_SOURCE_2
0.13
REGION_POPULATION_RELATIVE
0.11
NONLIVINGAPARTMENTS_AVG
0.10
HOUR_APPR_PROCESS_START
0.08
OBS_30_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FLOORSMAX_AVG
-0.04
FLOORSMIN_AVG
-0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
EXT_SOURCE_1
-0.03
APARTMENTS_AVG
-0.02
COMMONAREA_AVG
-0.02
EXT_SOURCE_2
-0.02
NONLIVINGAREA_AVG
-0.02
CNT_CHILDREN
0.02
BASEMENTAREA_AVG
-0.02
DAYS_LAST_PHONE_CHANGE
-0.01
AMT_INCOME_TOTAL
-0.01
DAYS_ID_PUBLISH
-0.01
AMT_ANNUITY
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
0.40
REGION_RATING_CLIENT
0.06
NAME_EDUCATION_TYPE
0.05
NAME_TYPE_SUITE
0.05
ORGANIZATION_TYPE
0.03
OCCUPATION_TYPE
0.03
INCOME_BAND
0.03
FLAG_PHONE
0.03
NAME_FAMILY_STATUS
0.03
FLAG_DOCUMENT_3
0.03
REG_REGION_NOT_WORK_REGION
0.03
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_LIVE_REGION
0.02
MOST FREQUENT VALUES
0.0
163,910
53.5%
1.0
48,783
15.9%
2.0
29,808
9.7%
3.0
20,322
6.6%
4.0
14,143
4.6%
5.0
9,553
3.1%
6.0
6,453
2.1%
7.0
4,390
1.4%
8.0
2,967
1.0%
9.0
2,003
0.7%
10.0
1,376
0.4%
11.0
852
0.3%
12.0
652
0.2%
13.0
411
0.1%
14.0
258
<0.1%
SMALLEST VALUES
0.0
163,910
53.5%
1.0
48,783
15.9%
2.0
29,808
9.7%
3.0
20,322
6.6%
4.0
14,143
4.6%
5.0
9,553
3.1%
6.0
6,453
2.1%
7.0
4,390
1.4%
8.0
2,967
1.0%
9.0
2,003
0.7%
10.0
1,376
0.4%
11.0
852
0.3%
12.0
652
0.2%
13.0
411
0.1%
14.0
258
<0.1%
LARGEST VALUES
348.0
1
<0.1%
47.0
1
<0.1%
30.0
2
<0.1%
29.0
1
<0.1%
28.0
1
<0.1%
27.0
5
<0.1%
26.0
3
<0.1%
25.0
11
<0.1%
24.0
11
<0.1%
23.0
15
<0.1%
22.0
22
<0.1%
21.0
29
<0.1%
20.0
30
<0.1%
19.0
44
<0.1%
18.0
46
<0.1%
DEF_30_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
TOP CATEGORIES
0.0
271,324
89%
1.0
28,328
9%
2.0
5,323
2%
3.0
1,192
<1%
4.0
253
<1%
5.0
56
<1%
6.0
11
<1%
7.0
1
<1%
34.0
1
<1%
8.0
1
<1%
ALL
306,490
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_7
0.00
TARGET
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_13
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_21
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_20
0.00
REG_REGION_NOT_WORK_REGION
0.00

THESE FEATURES
GIVE INFORMATION
ON DEF_30_CNT_SOCIAL_CIRCLE:
REGION_RATING_CLIENT
0.00
ORGANIZATION_TYPE
0.00
INCOME_BAND
0.00
NAME_EDUCATION_TYPE
0.00
OCCUPATION_TYPE
0.00
TARGET
0.00
FLAG_PHONE
0.00
NAME_INCOME_TYPE
0.00
WALLSMATERIAL_MODE
0.00
REG_REGION_NOT_WORK_REGION
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_8
0.00
NAME_TYPE_SUITE
0.00
FLAG_OWN_CAR
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
CORRELATION RATIO WITH...
OBS_30_CNT_SOCIAL_CIRCLE
0.40
EXT_SOURCE_2
0.03
AMT_ANNUITY
0.02
FLOORSMAX_AVG
0.02
AMT_CREDIT
0.02
EXT_SOURCE_3
0.02
FLOORSMIN_AVG
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
DAYS_EMPLOYED
0.02
EXT_SOURCE_1
0.02
APARTMENTS_AVG
0.02
AMT_INCOME_TOTAL
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
BASEMENTAREA_AVG
0.01
DAYS_LAST_PHONE_CHANGE
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_2
-0.20
DAYS_EMPLOYED
0.14
EXT_SOURCE_1
-0.13
AMT_REQ_CREDIT_BUREAU_YEAR
-0.11
DAYS_ID_PUBLISH
0.09
DAYS_BIRTH
0.08
EXT_SOURCE_3
-0.08
AMT_CREDIT
-0.07
AMT_ANNUITY
-0.06
DAYS_REGISTRATION
0.06
REGION_POPULATION_RELATIVE
-0.04
AMT_REQ_CREDIT_BUREAU_MON
-0.04
AMT_INCOME_TOTAL
-0.02
HOUR_APPR_PROCESS_START
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
0.07
INCOME_BAND
0.07
NAME_FAMILY_STATUS
0.07
NAME_CONTRACT_TYPE
0.06
FLAG_DOCUMENT_3
0.06
ORGANIZATION_TYPE
0.06
OCCUPATION_TYPE
0.06
TARGET
0.06
REG_CITY_NOT_LIVE_CITY
0.05
FLAG_DOCUMENT_18
0.05
REG_CITY_NOT_WORK_CITY
0.05
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_11
0.04
FLAG_DOCUMENT_16
0.04
MOST FREQUENT VALUES
0.0
37,672
12.3%
-1.0
2,812
0.9%
-2.0
2,318
0.8%
-3.0
1,763
0.6%
-4.0
1,285
0.4%
-5.0
824
0.3%
-6.0
537
0.2%
-7.0
442
0.1%
-8.0
278
<0.1%
-476.0
222
<0.1%
-352.0
213
<0.1%
-392.0
211
<0.1%
-364.0
209
<0.1%
-479.0
204
<0.1%
-329.0
203
<0.1%
SMALLEST VALUES
-4292.0
1
<0.1%
-4185.0
1
<0.1%
-4173.0
1
<0.1%
-4153.0
1
<0.1%
-4131.0
1
<0.1%
-4128.0
1
<0.1%
-4121.0
2
<0.1%
-4118.0
1
<0.1%
-4115.0
1
<0.1%
-4092.0
1
<0.1%
-4079.0
1
<0.1%
-4078.0
1
<0.1%
-4070.0
1
<0.1%
-4066.0
1
<0.1%
-4054.0
1
<0.1%
LARGEST VALUES
0.0
37,672
12.3%
-1.0
2,812
0.9%
-2.0
2,318
0.8%
-3.0
1,763
0.6%
-4.0
1,285
0.4%
-5.0
824
0.3%
-6.0
537
0.2%
-7.0
442
0.1%
-8.0
278
<0.1%
-9.0
198
<0.1%
-10.0
182
<0.1%
-11.0
198
<0.1%
-12.0
170
<0.1%
-13.0
174
<0.1%
-14.0
170
<0.1%
FLAG_DOCUMENT_2
MISSING:
---
TOP CATEGORIES
0
307,498
>99%
1
13
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_2
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
TARGET
0.00
ORGANIZATION_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REG_CITY_NOT_LIVE_CITY
0.00
EMERGENCYSTATE_MODE
0.00
FLAG_EMAIL
0.00
FLAG_OWN_REALTY
0.00
NAME_INCOME_TYPE
0.00
NAME_HOUSING_TYPE
0.00
OCCUPATION_TYPE
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_2:
ORGANIZATION_TYPE
0.14
FLAG_DOCUMENT_3
0.11
OCCUPATION_TYPE
0.05
INCOME_BAND
0.04
NAME_INCOME_TYPE
0.03
TARGET
0.02
EMERGENCYSTATE_MODE
0.02
WEEKDAY_APPR_PROCESS_START
0.02
FONDKAPREMONT_MODE
0.01
FLAG_OWN_REALTY
0.01
WALLSMATERIAL_MODE
0.01
NAME_HOUSING_TYPE
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_2
CORRELATION RATIO WITH...
EXT_SOURCE_3
0.01
AMT_CREDIT
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.00
DAYS_EMPLOYED
0.00
AMT_ANNUITY
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
APARTMENTS_AVG
0.00
REGION_POPULATION_RELATIVE
0.00
FLOORSMIN_AVG
0.00
FLOORSMAX_AVG
0.00
AMT_REQ_CREDIT_BUREAU_QRT
0.00
HOUR_APPR_PROCESS_START
0.00
YEARS_BUILD_AVG
0.00
FLAG_DOCUMENT_3
MISSING:
---
TOP CATEGORIES
1
218,340
71%
0
89,171
29%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_3
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.40
FLAG_DOCUMENT_8
0.39
NAME_CONTRACT_TYPE
0.35
FLAG_DOCUMENT_5
0.24
FLAG_DOCUMENT_9
0.19
FLAG_DOCUMENT_11
0.16
FLAG_DOCUMENT_7
0.13
FLAG_DOCUMENT_4
0.12
FLAG_DOCUMENT_2
0.11
FLAG_DOCUMENT_10
0.11
FLAG_DOCUMENT_21
0.10
FLAG_MOBIL
0.09
NAME_INCOME_TYPE
0.03
ORGANIZATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_3:
FLAG_DOCUMENT_6
0.20
NAME_CONTRACT_TYPE
0.18
FLAG_DOCUMENT_8
0.18
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_5
0.03
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
INCOME_BAND
0.01
FLAG_OWN_CAR
0.00
FLAG_WORK_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_3
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.14
DAYS_BIRTH
0.11
AMT_ANNUITY
0.10
AMT_CREDIT
0.10
REGION_POPULATION_RELATIVE
0.08
DAYS_LAST_PHONE_CHANGE
0.06
FLOORSMAX_AVG
0.06
CNT_CHILDREN
0.06
FLOORSMIN_AVG
0.05
DAYS_ID_PUBLISH
0.05
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
APARTMENTS_AVG
0.04
YEARS_BUILD_AVG
0.04
BASEMENTAREA_AVG
0.04
FLAG_DOCUMENT_4
MISSING:
---
TOP CATEGORIES
0
307,486
>99%
1
25
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_4
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
FLAG_WORK_PHONE
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
TARGET
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_5
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_4:
FLAG_DOCUMENT_3
0.12
ORGANIZATION_TYPE
0.05
REGION_RATING_CLIENT
0.02
FLAG_WORK_PHONE
0.02
OCCUPATION_TYPE
0.02
INCOME_BAND
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.01
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
WEEKDAY_APPR_PROCESS_START
0.01
FLAG_DOCUMENT_6
0.01
WALLSMATERIAL_MODE
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_4
CORRELATION RATIO WITH...
NONLIVINGAPARTMENTS_AVG
0.01
REGION_POPULATION_RELATIVE
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
DAYS_REGISTRATION
0.00
SK_ID_CURR
0.00
CNT_CHILDREN
0.00
EXT_SOURCE_2
0.00
DAYS_BIRTH
0.00
FLOORSMIN_AVG
0.00
OWN_CAR_AGE
0.00
LANDAREA_AVG
0.00
EXT_SOURCE_3
0.00
DAYS_EMPLOYED
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_DOCUMENT_5
MISSING:
---
TOP CATEGORIES
0
302,863
98%
1
4,648
2%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_5
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.03
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_20
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_5:
FLAG_DOCUMENT_3
0.24
FLAG_PHONE
0.03
FLAG_DOCUMENT_6
0.02
FLAG_DOCUMENT_8
0.02
FLAG_WORK_PHONE
0.01
NAME_TYPE_SUITE
0.01
NAME_CONTRACT_TYPE
0.00
ORGANIZATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_16
0.00
REGION_RATING_CLIENT
0.00
OCCUPATION_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_18
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_5
CORRELATION RATIO WITH...
HOUR_APPR_PROCESS_START
0.03
DAYS_BIRTH
0.02
CNT_CHILDREN
0.02
DAYS_EMPLOYED
0.02
REGION_POPULATION_RELATIVE
0.02
DAYS_LAST_PHONE_CHANGE
0.01
AMT_CREDIT
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_ANNUITY
0.01
FLOORSMAX_AVG
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
OWN_CAR_AGE
0.01
EXT_SOURCE_1
0.01
FLAG_DOCUMENT_6
MISSING:
---
TOP CATEGORIES
0
280,433
91%
1
27,078
9%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_6
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.20
NAME_INCOME_TYPE
0.11
ORGANIZATION_TYPE
0.05
OCCUPATION_TYPE
0.04
REG_CITY_NOT_WORK_CITY
0.03
FLAG_WORK_PHONE
0.03
FLAG_DOCUMENT_8
0.03
NAME_CONTRACT_TYPE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_5
0.02
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_13
0.01
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_6:
ORGANIZATION_TYPE
0.45
NAME_INCOME_TYPE
0.45
FLAG_DOCUMENT_3
0.40
OCCUPATION_TYPE
0.29
REG_CITY_NOT_WORK_CITY
0.06
FLAG_WORK_PHONE
0.05
INCOME_BAND
0.04
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_8
0.03
FLAG_OWN_CAR
0.02
CODE_GENDER
0.02
NAME_EDUCATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_6
CORRELATION RATIO WITH...
DAYS_BIRTH
0.41
DAYS_EMPLOYED
0.22
DAYS_ID_PUBLISH
0.18
CNT_CHILDREN
0.16
DAYS_REGISTRATION
0.14
AMT_ANNUITY
0.07
HOUR_APPR_PROCESS_START
0.07
EXT_SOURCE_1
0.07
OWN_CAR_AGE
0.06
AMT_CREDIT
0.05
AMT_INCOME_TOTAL
0.05
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.03
AMT_REQ_CREDIT_BUREAU_MON
0.02
FLAG_DOCUMENT_7
MISSING:
---
TOP CATEGORIES
0
307,452
>99%
1
59
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_7
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_CONT_MOBILE
0.00
NAME_TYPE_SUITE
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_7:
NAME_CONTRACT_TYPE
0.25
FLAG_DOCUMENT_3
0.13
NAME_TYPE_SUITE
0.10
FLAG_PHONE
0.04
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
INCOME_BAND
0.02
NAME_FAMILY_STATUS
0.02
OCCUPATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
FONDKAPREMONT_MODE
0.01
NAME_EDUCATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_7
CORRELATION RATIO WITH...
AMT_CREDIT
0.00
AMT_INCOME_TOTAL
0.00
EXT_SOURCE_1
0.00
YEARS_BUILD_AVG
0.00
DAYS_LAST_PHONE_CHANGE
0.00
FLOORSMIN_AVG
0.00
APARTMENTS_AVG
0.00
NONLIVINGAREA_AVG
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
FLOORSMAX_AVG
0.00
SK_ID_CURR
0.00
COMMONAREA_AVG
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
REGION_POPULATION_RELATIVE
0.00
FLAG_DOCUMENT_8
MISSING:
---
TOP CATEGORIES
0
282,487
92%
1
25,024
8%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_8
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.18
FLAG_DOCUMENT_3
0.18
FLAG_DOCUMENT_13
0.07
FLAG_DOCUMENT_12
0.05
CODE_GENDER
0.05
FLAG_OWN_CAR
0.04
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_15
0.02
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_5
0.02
FLAG_DOCUMENT_14
0.02
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_9
0.01
NAME_INCOME_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_8:
FLAG_DOCUMENT_3
0.39
CODE_GENDER
0.10
FLAG_OWN_CAR
0.09
OCCUPATION_TYPE
0.07
INCOME_BAND
0.06
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.04
FLAG_DOCUMENT_6
0.03
NAME_CONTRACT_TYPE
0.02
REGION_RATING_CLIENT
0.02
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_13
0.01
REG_REGION_NOT_WORK_REGION
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_8
CORRELATION RATIO WITH...
AMT_ANNUITY
0.13
DAYS_BIRTH
0.11
OWN_CAR_AGE
0.11
REGION_POPULATION_RELATIVE
0.09
AMT_CREDIT
0.08
AMT_INCOME_TOTAL
0.07
FLOORSMAX_AVG
0.06
DAYS_REGISTRATION
0.06
CNT_CHILDREN
0.05
EXT_SOURCE_2
0.05
FLOORSMIN_AVG
0.05
APARTMENTS_AVG
0.05
COMMONAREA_AVG
0.04
HOUR_APPR_PROCESS_START
0.03
FLAG_DOCUMENT_9
MISSING:
---
TOP CATEGORIES
0
306,313
>99%
1
1,198
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_9
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_17
0.01
FLAG_CONT_MOBILE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_5
0.00
REG_REGION_NOT_WORK_REGION
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_19
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_9:
FLAG_DOCUMENT_3
0.19
REGION_RATING_CLIENT
0.04
INCOME_BAND
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
WALLSMATERIAL_MODE
0.01
REG_REGION_NOT_WORK_REGION
0.01
EMERGENCYSTATE_MODE
0.01
NAME_FAMILY_STATUS
0.00
HOUSETYPE_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_9
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.04
AMT_ANNUITY
0.03
FLOORSMAX_AVG
0.03
AMT_CREDIT
0.02
FLOORSMIN_AVG
0.02
APARTMENTS_AVG
0.02
AMT_INCOME_TOTAL
0.02
DAYS_BIRTH
0.02
EXT_SOURCE_2
0.02
HOUR_APPR_PROCESS_START
0.02
BASEMENTAREA_AVG
0.02
YEARS_BEGINEXPLUATATION_AVG
0.02
DAYS_ID_PUBLISH
0.02
COMMONAREA_AVG
0.01
FLAG_DOCUMENT_10
MISSING:
---
TOP CATEGORIES
0
307,504
>99%
1
7
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_10
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_3
0.00
NAME_TYPE_SUITE
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_PHONE
0.00
FLAG_OWN_REALTY
0.00
OCCUPATION_TYPE
0.00
ORGANIZATION_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
NAME_HOUSING_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_10:
NAME_CONTRACT_TYPE
0.20
FLAG_DOCUMENT_3
0.11
ORGANIZATION_TYPE
0.09
OCCUPATION_TYPE
0.07
WEEKDAY_APPR_PROCESS_START
0.05
NAME_TYPE_SUITE
0.05
INCOME_BAND
0.05
FLAG_PHONE
0.03
FLAG_OWN_REALTY
0.03
NAME_FAMILY_STATUS
0.03
FONDKAPREMONT_MODE
0.02
WALLSMATERIAL_MODE
0.02
REG_REGION_NOT_LIVE_REGION
0.02
REG_CITY_NOT_LIVE_CITY
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_10
CORRELATION RATIO WITH...
AMT_ANNUITY
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
AMT_REQ_CREDIT_BUREAU_QRT
0.00
AMT_CREDIT
0.00
CNT_CHILDREN
0.00
HOUR_APPR_PROCESS_START
0.00
NONLIVINGAREA_AVG
0.00
EXT_SOURCE_2
0.00
REGION_POPULATION_RELATIVE
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
DAYS_EMPLOYED
0.00
DAYS_ID_PUBLISH
0.00
ENTRANCES_AVG
0.00
FLAG_DOCUMENT_11
MISSING:
---
TOP CATEGORIES
0
306,308
>99%
1
1,203
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_11
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
REG_REGION_NOT_WORK_REGION
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_INCOME_TYPE
0.00
ORGANIZATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_6
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
NAME_CONTRACT_TYPE
0.00
NAME_EDUCATION_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_11:
FLAG_WORK_PHONE
0.23
FLAG_DOCUMENT_3
0.16
ORGANIZATION_TYPE
0.13
NAME_INCOME_TYPE
0.08
REG_REGION_NOT_LIVE_REGION
0.06
OCCUPATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.04
REG_CITY_NOT_LIVE_CITY
0.04
NAME_TYPE_SUITE
0.03
WEEKDAY_APPR_PROCESS_START
0.03
NAME_EDUCATION_TYPE
0.02
FLAG_OWN_REALTY
0.02
REG_CITY_NOT_WORK_CITY
0.02
NAME_FAMILY_STATUS
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_11
CORRELATION RATIO WITH...
DAYS_BIRTH
0.04
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
AMT_CREDIT
0.03
REGION_POPULATION_RELATIVE
0.02
DAYS_ID_PUBLISH
0.02
FLOORSMIN_AVG
0.02
FLOORSMAX_AVG
0.02
APARTMENTS_AVG
0.02
EXT_SOURCE_3
0.02
BASEMENTAREA_AVG
0.02
DAYS_EMPLOYED
0.02
COMMONAREA_AVG
0.02
ENTRANCES_AVG
0.02
FLAG_DOCUMENT_12
MISSING:
---
TOP CATEGORIES
0
307,509
>99%
1
2
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_12
PROVIDES INFORMATION ON...
AMT_REQ_CREDIT_BUREAU_DAY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_8
0.00
FONDKAPREMONT_MODE
0.00
FLAG_OWN_CAR
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
OCCUPATION_TYPE
0.00
HOUSETYPE_MODE
0.00
EMERGENCYSTATE_MODE
0.00
INCOME_BAND
0.00
ORGANIZATION_TYPE
0.00
WALLSMATERIAL_MODE
0.00
WEEKDAY_APPR_PROCESS_START
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_12:
ORGANIZATION_TYPE
0.19
OCCUPATION_TYPE
0.18
AMT_REQ_CREDIT_BUREAU_DAY
0.16
AMT_REQ_CREDIT_BUREAU_HOUR
0.15
INCOME_BAND
0.14
FONDKAPREMONT_MODE
0.12
NAME_INCOME_TYPE
0.11
WEEKDAY_APPR_PROCESS_START
0.08
FLAG_OWN_CAR
0.08
NAME_TYPE_SUITE
0.08
WALLSMATERIAL_MODE
0.07
HOUSETYPE_MODE
0.06
EMERGENCYSTATE_MODE
0.05
FLAG_DOCUMENT_8
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_12
CORRELATION RATIO WITH...
NONLIVINGAREA_AVG
0.01
LANDAREA_AVG
0.01
BASEMENTAREA_AVG
0.01
APARTMENTS_AVG
0.00
DAYS_LAST_PHONE_CHANGE
0.00
ENTRANCES_AVG
0.00
AMT_CREDIT
0.00
HOUR_APPR_PROCESS_START
0.00
EXT_SOURCE_1
0.00
COMMONAREA_AVG
0.00
FLOORSMAX_AVG
0.00
AMT_INCOME_TOTAL
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
FLOORSMIN_AVG
0.00
FLAG_DOCUMENT_13
MISSING:
---
TOP CATEGORIES
0
306,427
>99%
1
1,084
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_13
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.03
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_8
0.01
FLAG_OWN_CAR
0.01
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_21
0.00
CODE_GENDER
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_6
0.00
NAME_EDUCATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_13:
FLAG_OWN_CAR
0.15
FLAG_DOCUMENT_8
0.07
FLAG_OWN_REALTY
0.06
INCOME_BAND
0.05
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.03
OCCUPATION_TYPE
0.03
REGION_RATING_CLIENT
0.02
FLAG_CONT_MOBILE
0.02
FLAG_DOCUMENT_6
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_13
CORRELATION RATIO WITH...
AMT_CREDIT
0.05
REGION_POPULATION_RELATIVE
0.03
DAYS_BIRTH
0.03
FLOORSMAX_AVG
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
AMT_ANNUITY
0.03
EXT_SOURCE_2
0.02
HOUR_APPR_PROCESS_START
0.02
AMT_INCOME_TOTAL
0.02
DAYS_LAST_PHONE_CHANGE
0.02
APARTMENTS_AVG
0.02
FLOORSMIN_AVG
0.02
DAYS_REGISTRATION
0.02
YEARS_BEGINEXPLUATATION_AVG
0.02
FLAG_DOCUMENT_14
MISSING:
---
TOP CATEGORIES
0
306,608
>99%
1
903
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_14
PROVIDES INFORMATION ON...
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_20
0.02
FLAG_OWN_REALTY
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_8
0.00
REGION_RATING_CLIENT
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_18
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_14:
FLAG_OWN_REALTY
0.07
NAME_EDUCATION_TYPE
0.05
INCOME_BAND
0.04
NAME_INCOME_TYPE
0.04
ORGANIZATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
OCCUPATION_TYPE
0.03
FLAG_CONT_MOBILE
0.02
WALLSMATERIAL_MODE
0.02
EMERGENCYSTATE_MODE
0.02
HOUSETYPE_MODE
0.02
FLAG_DOCUMENT_8
0.02
NAME_TYPE_SUITE
0.01
FONDKAPREMONT_MODE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_14
CORRELATION RATIO WITH...
AMT_CREDIT
0.05
AMT_ANNUITY
0.04
FLOORSMAX_AVG
0.04
REGION_POPULATION_RELATIVE
0.03
DAYS_BIRTH
0.03
APARTMENTS_AVG
0.03
DAYS_LAST_PHONE_CHANGE
0.03
FLOORSMIN_AVG
0.03
YEARS_BEGINEXPLUATATION_AVG
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
YEARS_BUILD_AVG
0.02
HOUR_APPR_PROCESS_START
0.02
EXT_SOURCE_2
0.02
AMT_INCOME_TOTAL
0.02
FLAG_DOCUMENT_15
MISSING:
---
TOP CATEGORIES
0
307,139
>99%
1
372
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_15
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
CODE_GENDER
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_6
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_5
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_15:
FLAG_OWN_CAR
0.12
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.04
INCOME_BAND
0.03
OCCUPATION_TYPE
0.02
CODE_GENDER
0.02
FLAG_DOCUMENT_8
0.02
NAME_EDUCATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_20
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_15
CORRELATION RATIO WITH...
AMT_CREDIT
0.03
AMT_ANNUITY
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_BIRTH
0.01
DAYS_LAST_PHONE_CHANGE
0.01
FLOORSMAX_AVG
0.01
AMT_INCOME_TOTAL
0.01
APARTMENTS_AVG
0.01
ENTRANCES_AVG
0.01
HOUR_APPR_PROCESS_START
0.01
REGION_POPULATION_RELATIVE
0.01
FLOORSMIN_AVG
0.01
NONLIVINGAREA_AVG
0.01
EXT_SOURCE_2
0.01
FLAG_DOCUMENT_16
MISSING:
---
TOP CATEGORIES
0
304,458
>99%
1
3,053
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_16
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.12
FLAG_CONT_MOBILE
0.01
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_15
0.00
NAME_CONTRACT_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_16:
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
NAME_TYPE_SUITE
0.02
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_CONTRACT_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
INCOME_BAND
0.01
EMERGENCYSTATE_MODE
0.00
WALLSMATERIAL_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
CORRELATION RATIO WITH...
AMT_CREDIT
0.06
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
DAYS_REGISTRATION
0.03
DAYS_BIRTH
0.02
YEARS_BEGINEXPLUATATION_AVG
0.02
FLOORSMAX_AVG
0.02
HOUR_APPR_PROCESS_START
0.02
ENTRANCES_AVG
0.02
YEARS_BUILD_AVG
0.02
APARTMENTS_AVG
0.02
BASEMENTAREA_AVG
0.02
EXT_SOURCE_2
0.01
FLOORSMIN_AVG
0.01
FLAG_DOCUMENT_17
MISSING:
---
TOP CATEGORIES
0
307,429
>99%
1
82
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_17
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
NAME_INCOME_TYPE
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_17:
ORGANIZATION_TYPE
0.15
FLAG_OWN_REALTY
0.04
OCCUPATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
INCOME_BAND
0.02
FLAG_DOCUMENT_20
0.01
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
WALLSMATERIAL_MODE
0.01
FLAG_CONT_MOBILE
0.01
HOUSETYPE_MODE
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_17
CORRELATION RATIO WITH...
AMT_CREDIT
0.01
ENTRANCES_AVG
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_BIRTH
0.01
NONLIVINGAREA_AVG
0.01
REGION_POPULATION_RELATIVE
0.01
APARTMENTS_AVG
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_EMPLOYED
0.01
BASEMENTAREA_AVG
0.01
HOUR_APPR_PROCESS_START
0.01
LANDAREA_AVG
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
DAYS_ID_PUBLISH
0.00
FLAG_DOCUMENT_18
MISSING:
---
TOP CATEGORIES
0
305,011
>99%
1
2,500
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_18
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.35
FLAG_DOCUMENT_20
0.11
FLAG_CONT_MOBILE
0.02
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_21
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_6
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
ORGANIZATION_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_18:
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.07
NAME_INCOME_TYPE
0.03
OCCUPATION_TYPE
0.02
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_DOCUMENT_20
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_6
0.01
FLAG_CONT_MOBILE
0.01
CODE_GENDER
0.01
WEEKDAY_APPR_PROCESS_START
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_18
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_BIRTH
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
AMT_CREDIT
0.03
HOUR_APPR_PROCESS_START
0.02
DAYS_REGISTRATION
0.02
DAYS_ID_PUBLISH
0.01
REGION_POPULATION_RELATIVE
0.01
FLOORSMAX_AVG
0.01
COMMONAREA_AVG
0.01
FLOORSMIN_AVG
0.01
AMT_ANNUITY
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
YEARS_BUILD_AVG
0.01
FLAG_DOCUMENT_19
MISSING:
---
TOP CATEGORIES
0
307,328
>99%
1
183
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_19
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_OWN_REALTY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_14
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_19:
ORGANIZATION_TYPE
0.04
FLAG_OWN_REALTY
0.03
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_20
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.01
INCOME_BAND
0.01
FLAG_PHONE
0.01
NAME_HOUSING_TYPE
0.01
WALLSMATERIAL_MODE
0.01
REG_CITY_NOT_LIVE_CITY
0.00
NAME_CONTRACT_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_19
CORRELATION RATIO WITH...
AMT_CREDIT
0.02
DAYS_LAST_PHONE_CHANGE
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.00
AMT_ANNUITY
0.00
YEARS_BEGINEXPLUATATION_AVG
0.00
FLOORSMAX_AVG
0.00
DAYS_BIRTH
0.00
DAYS_EMPLOYED
0.00
COMMONAREA_AVG
0.00
EXT_SOURCE_2
0.00
ENTRANCES_AVG
0.00
HOUR_APPR_PROCESS_START
0.00
EXT_SOURCE_1
0.00
FLAG_DOCUMENT_20
MISSING:
---
TOP CATEGORIES
0
307,355
>99%
1
156
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_20
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_15
0.01
FLAG_DOCUMENT_13
0.01
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_21
0.00
FLAG_OWN_REALTY
0.00
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00
ORGANIZATION_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_20:
FLAG_DOCUMENT_16
0.12
FLAG_DOCUMENT_18
0.11
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.05
FLAG_DOCUMENT_13
0.03
OCCUPATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_15
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_20
CORRELATION RATIO WITH...
AMT_CREDIT
0.03
AMT_ANNUITY
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_BIRTH
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.01
YEARS_BUILD_AVG
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
LANDAREA_AVG
0.00
EXT_SOURCE_1
0.00
BASEMENTAREA_AVG
0.00
HOUR_APPR_PROCESS_START
0.00
FLOORSMIN_AVG
0.00
FLOORSMAX_AVG
0.00
FLAG_DOCUMENT_21
MISSING:
---
TOP CATEGORIES
0
307,408
>99%
1
103
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_21
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_3
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_18
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_6
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_16
0.00
ORGANIZATION_TYPE
0.00
NAME_INCOME_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_21:
NAME_CONTRACT_TYPE
0.25
FLAG_DOCUMENT_3
0.10
CODE_GENDER
0.10
ORGANIZATION_TYPE
0.07
NAME_FAMILY_STATUS
0.04
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.01
INCOME_BAND
0.01
FLAG_CONT_MOBILE
0.01
NAME_TYPE_SUITE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_OWN_CAR
0.01
WALLSMATERIAL_MODE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_21
CORRELATION RATIO WITH...
DAYS_BIRTH
0.03
AMT_ANNUITY
0.02
DAYS_ID_PUBLISH
0.02
AMT_CREDIT
0.02
DAYS_LAST_PHONE_CHANGE
0.01
EXT_SOURCE_3
0.01
DAYS_EMPLOYED
0.01
EXT_SOURCE_2
0.01
EXT_SOURCE_1
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
OWN_CAR_AGE
0.00
HOUR_APPR_PROCESS_START
0.00
DAYS_REGISTRATION
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
MISSING:
41,519
(14%)
TOP CATEGORIES
0.0
264,366
>99%
1.0
1,560
<1%
2.0
56
<1%
3.0
9
<1%
4.0
1
<1%
ALL
265,992
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_HOUR
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_12
0.15
AMT_REQ_CREDIT_BUREAU_DAY
0.13
FLAG_DOCUMENT_19
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_2
0.00
FLAG_DOCUMENT_10
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_11
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_HOUR:
AMT_REQ_CREDIT_BUREAU_DAY
0.13
WEEKDAY_APPR_PROCESS_START
0.01
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
INCOME_BAND
0.00
WALLSMATERIAL_MODE
0.00
NAME_TYPE_SUITE
0.00
FONDKAPREMONT_MODE
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
NAME_HOUSING_TYPE
0.00
EMERGENCYSTATE_MODE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_WORK_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_HOUR
CORRELATION RATIO WITH...
EXT_SOURCE_3
0.02
HOUR_APPR_PROCESS_START
0.01
EXT_SOURCE_1
0.01
COMMONAREA_AVG
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
FLOORSMAX_AVG
0.01
YEARS_BUILD_AVG
0.01
DAYS_EMPLOYED
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
FLOORSMIN_AVG
0.01
APARTMENTS_AVG
0.01
DAYS_BIRTH
0.01
LANDAREA_AVG
0.00
DAYS_LAST_PHONE_CHANGE
0.00
AMT_REQ_CREDIT_BUREAU_DAY
MISSING:
41,519
(14%)
TOP CATEGORIES
0.0
264,503
>99%
1.0
1,292
<1%
2.0
106
<1%
3.0
45
<1%
4.0
26
<1%
5.0
9
<1%
6.0
8
<1%
9.0
2
<1%
8.0
1
<1%
ALL
265,992
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_DAY
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_12
0.16
AMT_REQ_CREDIT_BUREAU_HOUR
0.13
AMT_REQ_CREDIT_BUREAU_WEEK
0.02
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_15
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_DAY:
AMT_REQ_CREDIT_BUREAU_HOUR
0.13
AMT_REQ_CREDIT_BUREAU_WEEK
0.08
ORGANIZATION_TYPE
0.01
WEEKDAY_APPR_PROCESS_START
0.01
OCCUPATION_TYPE
0.00
INCOME_BAND
0.00
FONDKAPREMONT_MODE
0.00
WALLSMATERIAL_MODE
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_14
0.00
HOUSETYPE_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_DAY
CORRELATION RATIO WITH...
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
COMMONAREA_AVG
0.01
ENTRANCES_AVG
0.01
EXT_SOURCE_3
0.01
AMT_CREDIT
0.01
APARTMENTS_AVG
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
YEARS_BUILD_AVG
0.01
BASEMENTAREA_AVG
0.01
LANDAREA_AVG
0.01
FLOORSMIN_AVG
0.01
FLOORSMAX_AVG
0.01
HOUR_APPR_PROCESS_START
0.01
NONLIVINGAREA_AVG
0.01
AMT_REQ_CREDIT_BUREAU_WEEK
MISSING:
41,519
(14%)
TOP CATEGORIES
0.0
257,456
97%
1.0
8,208
3%
2.0
199
<1%
3.0
58
<1%
4.0
34
<1%
6.0
20
<1%
5.0
10
<1%
8.0
5
<1%
7.0
2
<1%
ALL
265,992
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_WEEK
PROVIDES INFORMATION ON...
AMT_REQ_CREDIT_BUREAU_DAY
0.08
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_13
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_2
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_10
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_12
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_WEEK:
AMT_REQ_CREDIT_BUREAU_DAY
0.02
ORGANIZATION_TYPE
0.00
FLAG_EMAIL
0.00
INCOME_BAND
0.00
OCCUPATION_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_16
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_14
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_WEEK
CORRELATION RATIO WITH...
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
EXT_SOURCE_3
0.03
EXT_SOURCE_1
0.02
AMT_ANNUITY
0.02
DAYS_LAST_PHONE_CHANGE
0.01
LANDAREA_AVG
0.01
AMT_REQ_CREDIT_BUREAU_QRT
0.01
AMT_CREDIT
0.01
DAYS_ID_PUBLISH
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
YEARS_BEGINEXPLUATATION_AVG
0.01
ENTRANCES_AVG
0.01
FLOORSMIN_AVG
0.01
DAYS_BIRTH
0.01
AMT_REQ_CREDIT_BUREAU_MON
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.08
AMT_CREDIT
0.05
EXT_SOURCE_2
0.05
FLOORSMAX_AVG
0.05
DAYS_LAST_PHONE_CHANGE
-0.04
AMT_ANNUITY
0.04
FLOORSMIN_AVG
0.04
HOUR_APPR_PROCESS_START
0.04
APARTMENTS_AVG
0.04
EXT_SOURCE_1
0.03
AMT_INCOME_TOTAL
0.02
DAYS_EMPLOYED
-0.02
COMMONAREA_AVG
0.02
OWN_CAR_AGE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.08
REGION_RATING_CLIENT
0.07
ORGANIZATION_TYPE
0.06
WALLSMATERIAL_MODE
0.06
EMERGENCYSTATE_MODE
0.05
HOUSETYPE_MODE
0.05
NAME_INCOME_TYPE
0.05
NAME_EDUCATION_TYPE
0.04
OCCUPATION_TYPE
0.04
FLAG_PHONE
0.03
FONDKAPREMONT_MODE
0.03
FLAG_EMAIL
0.03
FLAG_OWN_CAR
0.02
FLAG_DOCUMENT_6
0.02
MOST FREQUENT VALUES
0.0
222,233
83.5%
1.0
33,147
12.5%
2.0
5,386
2.0%
3.0
1,991
0.7%
4.0
1,076
0.4%
5.0
602
0.2%
6.0
343
0.1%
7.0
298
0.1%
9.0
206
<0.1%
8.0
185
<0.1%
10.0
132
<0.1%
11.0
119
<0.1%
12.0
77
<0.1%
13.0
72
<0.1%
14.0
40
<0.1%
SMALLEST VALUES
0.0
222,233
83.5%
1.0
33,147
12.5%
2.0
5,386
2.0%
3.0
1,991
0.7%
4.0
1,076
0.4%
5.0
602
0.2%
6.0
343
0.1%
7.0
298
0.1%
8.0
185
<0.1%
9.0
206
<0.1%
10.0
132
<0.1%
11.0
119
<0.1%
12.0
77
<0.1%
13.0
72
<0.1%
14.0
40
<0.1%
LARGEST VALUES
27.0
1
<0.1%
24.0
1
<0.1%
23.0
1
<0.1%
22.0
1
<0.1%
19.0
3
<0.1%
18.0
6
<0.1%
17.0
14
<0.1%
16.0
23
<0.1%
15.0
35
<0.1%
14.0
40
<0.1%
13.0
72
<0.1%
12.0
77
<0.1%
11.0
119
<0.1%
10.0
132
<0.1%
9.0
206
<0.1%
AMT_REQ_CREDIT_BUREAU_QRT
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_REQ_CREDIT_BUREAU_YEAR
0.08
EXT_SOURCE_3
-0.03
OWN_CAR_AGE
-0.02
AMT_CREDIT
0.02
DAYS_BIRTH
-0.01
AMT_ANNUITY
0.01
COMMONAREA_AVG
-0.01
CNT_CHILDREN
-0.01
AMT_REQ_CREDIT_BUREAU_MON
-0.01
YEARS_BUILD_AVG
-0.01
DAYS_EMPLOYED
0.01
DAYS_ID_PUBLISH
-0.01
LANDAREA_AVG
0.01
AMT_INCOME_TOTAL
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.03
FLAG_WORK_PHONE
0.02
NAME_CONTRACT_TYPE
0.02
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_EMAIL
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_REALTY
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_3
0.01
AMT_REQ_CREDIT_BUREAU_WEEK
0.01
CODE_GENDER
0.01
FLAG_DOCUMENT_6
0.01
MOST FREQUENT VALUES
0.0
215,417
81.0%
1.0
33,862
12.7%
2.0
14,412
5.4%
3.0
1,717
0.6%
4.0
476
0.2%
5.0
64
<0.1%
6.0
28
<0.1%
8.0
7
<0.1%
7.0
7
<0.1%
261.0
1
<0.1%
19.0
1
<0.1%
SMALLEST VALUES
0.0
215,417
81.0%
1.0
33,862
12.7%
2.0
14,412
5.4%
3.0
1,717
0.6%
4.0
476
0.2%
5.0
64
<0.1%
6.0
28
<0.1%
7.0
7
<0.1%
8.0
7
<0.1%
19.0
1
<0.1%
261.0
1
<0.1%
LARGEST VALUES
261.0
1
<0.1%
19.0
1
<0.1%
8.0
7
<0.1%
7.0
7
<0.1%
6.0
28
<0.1%
5.0
64
<0.1%
4.0
476
0.2%
3.0
1,717
0.6%
2.0
14,412
5.4%
1.0
33,862
12.7%
0.0
215,417
81.0%
AMT_REQ_CREDIT_BUREAU_YEAR
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_LAST_PHONE_CHANGE
-0.11
AMT_REQ_CREDIT_BUREAU_QRT
0.08
DAYS_BIRTH
-0.07
EXT_SOURCE_3
-0.07
AMT_CREDIT
-0.05
CNT_CHILDREN
-0.04
DAYS_ID_PUBLISH
-0.04
OBS_30_CNT_SOCIAL_CIRCLE
0.03
HOUR_APPR_PROCESS_START
-0.03
YEARS_BUILD_AVG
-0.03
DAYS_REGISTRATION
-0.02
EXT_SOURCE_2
-0.02
FLOORSMAX_AVG
-0.02
APARTMENTS_AVG
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
0.09
FLAG_WORK_PHONE
0.07
ORGANIZATION_TYPE
0.05
FLAG_OWN_REALTY
0.05
FLAG_EMAIL
0.05
NAME_CONTRACT_TYPE
0.05
NAME_EDUCATION_TYPE
0.05
AMT_REQ_CREDIT_BUREAU_WEEK
0.05
FLAG_DOCUMENT_3
0.05
NAME_INCOME_TYPE
0.04
OCCUPATION_TYPE
0.04
NAME_TYPE_SUITE
0.04
NAME_FAMILY_STATUS
0.04
FLAG_DOCUMENT_18
0.04
MOST FREQUENT VALUES
0.0
71,801
27.0%
1.0
63,405
23.8%
2.0
50,192
18.9%
3.0
33,628
12.6%
4.0
20,714
7.8%
5.0
12,052
4.5%
6.0
6,967
2.6%
7.0
3,869
1.5%
8.0
2,127
0.8%
9.0
1,096
0.4%
11.0
31
<0.1%
12.0
30
<0.1%
10.0
22
<0.1%
13.0
19
<0.1%
14.0
10
<0.1%
SMALLEST VALUES
0.0
71,801
27.0%
1.0
63,405
23.8%
2.0
50,192
18.9%
3.0
33,628
12.6%
4.0
20,714
7.8%
5.0
12,052
4.5%
6.0
6,967
2.6%
7.0
3,869
1.5%
8.0
2,127
0.8%
9.0
1,096
0.4%
10.0
22
<0.1%
11.0
31
<0.1%
12.0
30
<0.1%
13.0
19
<0.1%
14.0
10
<0.1%
LARGEST VALUES
25.0
1
<0.1%
23.0
1
<0.1%
22.0
1
<0.1%
21.0
1
<0.1%
20.0
1
<0.1%
19.0
4
<0.1%
18.0
4
<0.1%
17.0
7
<0.1%
16.0
3
<0.1%
15.0
6
<0.1%
14.0
10
<0.1%
13.0
19
<0.1%
12.0
30
<0.1%
11.0
31
<0.1%
10.0
22
<0.1%
INCOME_BAND
MISSING:
---
TOP CATEGORIES
5.0
70,854
23%
4.0
52,426
17%
3.0
49,881
16%
8.0
41,203
13%
6.0
34,829
11%
7.0
21,307
7%
10.0
15,987
5%
9.0
11,058
4%
2.0
9,825
3%
1.0
141
<1%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
INCOME_BAND
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_12
0.14
FLAG_MOBIL
0.13
REG_REGION_NOT_WORK_REGION
0.07
FLAG_DOCUMENT_8
0.06
FLAG_DOCUMENT_13
0.05
FLAG_DOCUMENT_10
0.05
REGION_RATING_CLIENT
0.05
FLAG_DOCUMENT_14
0.04
NAME_EDUCATION_TYPE
0.04
FLAG_OWN_CAR
0.04
REG_REGION_NOT_LIVE_REGION
0.04
CODE_GENDER
0.04
FLAG_DOCUMENT_6
0.04
FLAG_DOCUMENT_2
0.04

THESE FEATURES
GIVE INFORMATION
ON INCOME_BAND:
OCCUPATION_TYPE
0.02
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
REGION_RATING_CLIENT
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_OWN_CAR
0.01
CODE_GENDER
0.01
FLAG_DOCUMENT_8
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_6
0.01
WALLSMATERIAL_MODE
0.01
EMERGENCYSTATE_MODE
0.00
HOUSETYPE_MODE
0.00
FONDKAPREMONT_MODE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INCOME_BAND
CORRELATION RATIO WITH...
AMT_ANNUITY
0.48
AMT_CREDIT
0.41
AMT_INCOME_TOTAL
0.38
REGION_POPULATION_RELATIVE
0.19
FLOORSMAX_AVG
0.19
EXT_SOURCE_2
0.17
APARTMENTS_AVG
0.14
FLOORSMIN_AVG
0.14
YEARS_BEGINEXPLUATATION_AVG
0.14
DAYS_BIRTH
0.13
YEARS_BUILD_AVG
0.11
DAYS_EMPLOYED
0.11
ENTRANCES_AVG
0.11
BASEMENTAREA_AVG
0.11